{ "schemaVersion": "1.0", "name": "Superficial Analysis", "url": "https://superficialanalysis.com", "directoryUpdated": "2026-10-20", "description": "Curated AI company research; descriptions are vendor claims unless explicitly labeled otherwise. 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"category": "insurance", "categoryName": "Insurance", "url": "https://superficialanalysis.com/analysis/insurance/acolite", "markdownUrl": "https://superficialanalysis.com/analysis/insurance/acolite.md", "website": "https://acolite.ai", "description": "Acolite combines AI workflows with licensed brokers to help construction businesses obtain commercial insurance coverage.", "tagline": "AI-assisted insurance brokerage for contractors", "audience": "Contractors and construction businesses", "useCases": [ "Commercial insurance brokerage", "Coverage workflows", "Contractor insurance" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/acolite" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Philadelphia, PA", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/acolite" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "3", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/acolite" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Commercial insurance brokerage; Coverage workflows; Contractor insurance", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/acolite", "https://acolite.ai" ] } }, "sources": [ { "title": "Acolite — company directory profile", "url": "https://www.ycombinator.com/companies/acolite", "accessedAt": "2026-10-20" }, { "title": "Acolite — official website", "url": "https://acolite.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "adaptional", "name": "Adaptional", "category": "insurance", "categoryName": "Insurance", "url": "https://superficialanalysis.com/analysis/insurance/adaptional", "markdownUrl": "https://superficialanalysis.com/analysis/insurance/adaptional.md", "website": "https://www.adaptional.com/", "description": "Adaptional develops AI agents that review property and casualty insurance claims and support adjusters working through claim files.", "tagline": "AI review for insurance claims", "audience": "Property and casualty insurers and claims teams", "useCases": [ "Claims review", "File analysis", "Adjuster workflows" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/adaptional" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/adaptional" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Claims review; File analysis; Adjuster workflows", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/adaptional", "https://www.adaptional.com/" ] } }, "sources": [ { "title": "Adaptional — company directory profile", "url": "https://www.ycombinator.com/companies/adaptional", "accessedAt": "2026-10-20" }, { "title": "Adaptional — official website", "url": "https://www.adaptional.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "aisdr", "name": "AiSDR", "category": "sales", "categoryName": "Sales & GTM", "url": "https://superficialanalysis.com/analysis/sales/aisdr", "markdownUrl": "https://superficialanalysis.com/analysis/sales/aisdr.md", "website": "https://aisdr.com/", "description": "AiSDR builds Ami, an AI sales agent that researches a business, recommends prospects, runs approved email and LinkedIn campaigns, and helps book meetings.", "tagline": "AI sales research and outreach", "audience": "Founders and small B2B sales teams", "useCases": [ "Prospect research", "Personalized outreach", "Meeting booking" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": { "label": "Confirm terms", "note": "The reviewed homepage mentions both pay-as-you-go pricing per person and a monthly figure in its FAQ. The scope of each was not reconciled in this review; request current terms.", "url": "https://aisdr.com/" }, "integrations": [], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/aisdr" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/aisdr" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "34", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/aisdr" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Prospect research; Personalized outreach; Meeting booking", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/aisdr", "https://aisdr.com/" ] } }, "sources": [ { "title": "AiSDR — company directory profile", "url": "https://www.ycombinator.com/companies/aisdr", "accessedAt": "2026-10-20" }, { "title": "AiSDR — official website", "url": "https://aisdr.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "arnata", "name": "arnata", "category": "logistics", "categoryName": "Logistics & Freight", "url": "https://superficialanalysis.com/analysis/logistics/arnata", "markdownUrl": "https://superficialanalysis.com/analysis/logistics/arnata.md", "website": "https://arnata.com", "description": "arnata builds AI workers for logistics businesses, with a focus on automating the operational work that freight teams handle across daily workflows.", "tagline": "AI workers for freight operations", "audience": "Logistics companies and freight operations teams", "useCases": [ "Freight workflows", "Operations automation", "AI workers" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/arnata" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "15", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/arnata" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Freight workflows; Operations automation; AI workers", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/arnata", "https://arnata.com" ] } }, "sources": [ { "title": "arnata — company directory profile", "url": "https://www.ycombinator.com/companies/arnata", "accessedAt": "2026-10-20" }, { "title": "arnata — official website", "url": "https://arnata.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "balance", "name": "Balance", "category": "accounting", "categoryName": "Accounting & Finance", "url": "https://superficialanalysis.com/analysis/accounting/balance", "markdownUrl": "https://superficialanalysis.com/analysis/accounting/balance.md", "website": "https://getbalance.ai", "description": "Balance combines AI accounting workflows with human accountants to help small businesses reconcile records, close monthly books, and understand their finances.", "tagline": "AI bookkeeping with accountant review", "audience": "Small businesses and founders", "useCases": [ "Bookkeeping", "Reconciliation", "Financial reporting" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2026", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/getbalance" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "London, United Kingdom", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/getbalance" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "20", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/getbalance" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Bookkeeping; Reconciliation; Financial reporting", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/getbalance", "https://getbalance.ai" ] } }, "sources": [ { "title": "Balance — company directory profile", "url": "https://www.ycombinator.com/companies/getbalance", "accessedAt": "2026-10-20" }, { "title": "Balance — official website", "url": "https://getbalance.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "blink-ai", "name": "BLiNK AI", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/blink-ai", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/blink-ai.md", "website": "https://blinkai.com", "description": "BLiNK AI ties together calls, online bookings, telematics, declined services, and lapsed-customer outreach for fixed ops, and reports up to a 90% lift in set appointments. Packages start at $2,199 a month.", "tagline": "A service drive that keeps up, even when you can't.", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": { "summary": "Packages start at", "tiers": [ { "label": "Starting price", "price": "$2,199/mo" } ] }, "integrations": [ { "group": "DMS", "items": [ "CDK", "Reynolds & Reynolds", "DealerTrack", "Tekion", "PBS" ] }, { "group": "Service Schedulers", "items": [ "CDK", "DealerFX", "DealerSocket", "Reynolds & Reynolds", "Timehighway", "UpdatePromise", "Xtime", "myKaarma", "Auto.Live" ] } ], "facts": {}, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "bolna-ai", "name": "Bolna AI", "category": "voice-ai", "categoryName": "Voice AI", "url": "https://superficialanalysis.com/analysis/voice-ai/bolna-ai", "markdownUrl": "https://superficialanalysis.com/analysis/voice-ai/bolna-ai.md", "website": "https://bolna.ai", "description": "Bolna AI helps enterprises build and deploy voice agents from transcripts and FAQs, with orchestration for different models, providers, and languages.", "tagline": "Voice agent orchestration for Indian enterprises", "audience": "Indian enterprises and customer operations teams", "useCases": [ "Voice agent deployment", "Provider orchestration", "Multilingual calling" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "hq": { "value": "Bengaluru, India", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/bolna-ai" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "21", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/bolna-ai" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Voice agent deployment; Provider orchestration; Multilingual calling", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/bolna-ai", "https://bolna.ai" ] } }, "sources": [ { "title": "Bolna AI — company directory profile", "url": "https://www.ycombinator.com/companies/bolna-ai", "accessedAt": "2026-10-20" }, { "title": "Bolna AI — official website", "url": "https://bolna.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "broccoli-ai", "name": "Broccoli AI", "category": "home-services", "categoryName": "Home Services", "url": "https://superficialanalysis.com/analysis/home-services/broccoli-ai", "markdownUrl": "https://superficialanalysis.com/analysis/home-services/broccoli-ai.md", "website": "https://www.broccoli.com/", "description": "Broccoli AI builds agents for home service businesses that answer calls, book jobs, follow up with leads, and help coordinate dispatch.", "tagline": "Call handling and operations for home services", "audience": "HVAC, plumbing, roofing, and other home service operators", "useCases": [ "Inbound calls", "Job booking", "Lead follow-up" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2022", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/broccoli-ai" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/broccoli-ai" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "85", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/broccoli-ai" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Inbound calls; Job booking; Lead follow-up", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/broccoli-ai", "https://www.broccoli.com/" ] } }, "sources": [ { "title": "Broccoli AI — company directory profile", "url": "https://www.ycombinator.com/companies/broccoli-ai", "accessedAt": "2026-10-20" }, { "title": "Broccoli AI — official website", "url": "https://www.broccoli.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "cactus", "name": "Cactus", "category": "home-services", "categoryName": "Home Services", "url": "https://superficialanalysis.com/analysis/home-services/cactus", "markdownUrl": "https://superficialanalysis.com/analysis/home-services/cactus.md", "website": "https://oncactus.com", "description": "Cactus handles inbound inquiries and outbound follow-up for home service businesses, helping qualify leads, book jobs, and reconnect with customers and unworked estimates.", "tagline": "Lead response and follow-up for the trades", "audience": "HVAC, plumbing, roofing, and electrical companies", "useCases": [ "Lead qualification", "Job booking", "Estimate follow-up" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [ { "group": "Field service (company-stated)", "items": [ "Housecall Pro", "Jobber", "FieldEdge", "ServiceTitan" ] } ], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/oncactus" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/oncactus" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "2", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/oncactus" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Lead qualification; Job booking; Estimate follow-up", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/oncactus", "https://oncactus.com" ] } }, "sources": [ { "title": "Cactus — company directory profile", "url": "https://www.ycombinator.com/companies/oncactus", "accessedAt": "2026-10-20" }, { "title": "Cactus — official website", "url": "https://oncactus.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "cambio", "name": "Cambio", "category": "real-estate", "categoryName": "Real Estate", "url": "https://superficialanalysis.com/analysis/real-estate/cambio", "markdownUrl": "https://superficialanalysis.com/analysis/real-estate/cambio.md", "website": "https://www.cambio.ai/", "description": "Cambio uses building data and AI workflows to support commercial real estate capital planning, retrofit analysis, compliance, and reporting.", "tagline": "AI operations for commercial real estate", "audience": "Commercial real estate investors and asset managers", "useCases": [ "Building data analysis", "Capital planning", "Portfolio reporting" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [ { "group": "Building data (company-stated)", "items": [ "ENERGY STAR Portfolio Manager", "Utility providers", "API" ] } ], "facts": { "founded": { "value": "2022", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cambio-2" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cambio-2" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "60", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cambio-2" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Building data analysis; Capital planning; Portfolio reporting", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cambio-2", "https://www.cambio.ai/" ] } }, "sources": [ { "title": "Cambio — company directory profile", "url": "https://www.ycombinator.com/companies/cambio-2", "accessedAt": "2026-10-20" }, { "title": "Cambio — official website", "url": "https://www.cambio.ai/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "cekura", "name": "Cekura", "category": "voice-ai", "categoryName": "Voice AI", "url": "https://superficialanalysis.com/analysis/voice-ai/cekura", "markdownUrl": "https://superficialanalysis.com/analysis/voice-ai/cekura.md", "website": "https://www.cekura.ai/", "description": "Cekura tests and monitors voice and chat AI agents, covering pre-production simulations, evaluations, and production conversation quality.", "tagline": "Testing and monitoring for conversational agents", "audience": "Conversational AI developers and quality teams", "useCases": [ "Agent simulation", "Evaluation", "Production monitoring" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cekura-ai" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cekura-ai" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "15", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cekura-ai" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Agent simulation; Evaluation; Production monitoring", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cekura-ai", "https://www.cekura.ai/" ] } }, "sources": [ { "title": "Cekura — company directory profile", "url": "https://www.ycombinator.com/companies/cekura-ai", "accessedAt": "2026-10-20" }, { "title": "Cekura — official website", "url": "https://www.cekura.ai/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "cifrato", "name": "Cifrato", "category": "accounting", "categoryName": "Accounting & Finance", "url": "https://superficialanalysis.com/analysis/accounting/cifrato", "markdownUrl": "https://superficialanalysis.com/analysis/accounting/cifrato.md", "website": "https://cifrato.ai", "description": "Cifrato automates accounting workflows including invoice capture, payment reconciliation, tax-related work, and financial insights for accounting firms.", "tagline": "AI accounting workflows for firms", "audience": "Accounting firms and their business clients", "useCases": [ "Invoice capture", "Payment reconciliation", "Accounting workflows" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cifrato" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Bogotá, Colombia", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cifrato" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "17", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cifrato" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Invoice capture; Payment reconciliation; Accounting workflows", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cifrato", "https://cifrato.ai" ] } }, "sources": [ { "title": "Cifrato — company directory profile", "url": "https://www.ycombinator.com/companies/cifrato", "accessedAt": "2026-10-20" }, { "title": "Cifrato — official website", "url": "https://cifrato.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "clearly-ai", "name": "Clearly AI", "category": "security", "categoryName": "Security & Governance", "url": "https://superficialanalysis.com/analysis/security/clearly-ai", "markdownUrl": "https://superficialanalysis.com/analysis/security/clearly-ai.md", "website": "https://clearly-ai.com", "description": "Clearly AI uses AI to help security and privacy teams perform reviews, organize evidence, and work through internal assessment processes.", "tagline": "Automated security and privacy reviews", "audience": "Security, privacy, and risk teams", "useCases": [ "Security reviews", "Privacy assessments", "Review workflows" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/clearly-ai" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Seattle, WA", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/clearly-ai" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "17", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/clearly-ai" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Security reviews; Privacy assessments; Review workflows", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/clearly-ai", "https://clearly-ai.com" ] } }, "sources": [ { "title": "Clearly AI — company directory profile", "url": "https://www.ycombinator.com/companies/clearly-ai", "accessedAt": "2026-10-20" }, { "title": "Clearly AI — official website", "url": "https://clearly-ai.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "cleo", "name": "Cleo", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/cleo", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/cleo.md", "website": "https://callcleo.ai", "description": "Cleo runs AI voice and text for dealership calls, inbound and outbound. At Stevens Creek Subaru it handled 1,733 calls and booked 476 appointments in one month.", "tagline": "Inbound coverage and outbound growth for car dealerships", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": { "note": "Priced per dealer. Get a quote at the demo." }, "integrations": [ { "group": "DMS", "items": [ "Reynolds & Reynolds", "CDK", "DealerTrack", "Tekion", "PBS" ] }, { "group": "CRMs", "items": [ "Elead", "Tekion", "VinSolutions", "Reynolds & Reynolds", "DealerSocket", "DriveCentric" ] }, { "group": "Schedulers", "items": [ "Xtime", "UpdatePromise", "Tekion", "Reynolds & Reynolds", "CDK", "Auto Live", "Dealer-FX", "myKaarma" ] } ], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "note": "per Cleo" }, "ownership": { "value": "", "provenance": "not-disclosed", "note": "entity: Aiva Labs AI, LLC", "sources": [ "https://callcleo.ai" ] }, "deployment": { "value": "Both", "provenance": "vendor-claimed", "sources": [ "https://callcleo.ai" ] }, "channels": { "value": "Voice, SMS", "provenance": "vendor-claimed", "sources": [ "https://callcleo.ai" ] }, "focus": { "value": "Service + sales", "provenance": "vendor-claimed", "sources": [ "https://callcleo.ai" ] }, "languages": { "value": "EN, ES, FR, PT, ZH +", "provenance": "vendor-claimed", "sources": [ "https://callcleo.ai" ] }, "scheduling": { "value": "Service calendar booking · confirm on call", "provenance": "vendor-claimed", "sources": [ "https://callcleo.ai" ] }, "customers": { "value": "Stevens Creek Subaru, El Cerrito Honda +2", "provenance": "vendor-claimed", "sources": [ "https://callcleo.ai" ] }, "dms": { "value": "CDK, R&R, Tekion, Dealertrack +1", "provenance": "vendor-claimed", "sources": [ "https://callcleo.ai" ] }, "schedulers": { "value": "Xtime, UpdatePromise, myKaarma +5", "provenance": "vendor-claimed", "note": "per Cleo" }, "review": { "value": "None public", "provenance": "not-disclosed" }, "press": { "value": "None major", "provenance": "not-disclosed" }, "pricing": { "value": "", "provenance": "not-disclosed" } }, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "coldreach", "name": "Coldreach", "category": "sales", "categoryName": "Sales & GTM", "url": "https://superficialanalysis.com/analysis/sales/coldreach", "markdownUrl": "https://superficialanalysis.com/analysis/sales/coldreach.md", "website": "https://coldreach.ai/", "description": "Coldreach monitors public information such as job postings, news, and reports to identify prospects showing signals relevant to a sales team's product.", "tagline": "Lead research from buying signals", "audience": "B2B sales and growth teams", "useCases": [ "Buying-signal monitoring", "Lead discovery", "Prospect research" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/coldreach" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/coldreach" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "3", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/coldreach" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Buying-signal monitoring; Lead discovery; Prospect research", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/coldreach", "https://coldreach.ai/" ] } }, "sources": [ { "title": "Coldreach — company directory profile", "url": "https://www.ycombinator.com/companies/coldreach", "accessedAt": "2026-10-20" }, { "title": "Coldreach — official website", "url": "https://coldreach.ai/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "cubic", "name": "cubic", "category": "developer-tools", "categoryName": "Developer Tools", "url": "https://superficialanalysis.com/analysis/developer-tools/cubic", "markdownUrl": "https://superficialanalysis.com/analysis/developer-tools/cubic.md", "website": "https://cubic.dev/", "description": "cubic combines automated AI review with a workspace for human code review, including suggested fixes and ways to understand changes across a pull request.", "tagline": "AI-assisted pull request review", "audience": "Software engineering teams", "useCases": [ "Code review", "Suggested fixes", "Pull request navigation" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": { "summary": "Company-published annual-billing rates; source reviewed October 20, 2026.", "tiers": [ { "label": "Team", "price": "$30/dev/mo", "note": "Billed yearly; 40k reviewed lines per developer" }, { "label": "Pro", "price": "$79/dev/mo", "note": "Billed yearly; 80k reviewed lines per developer" }, { "label": "Max", "price": "$160/dev/mo", "note": "Billed yearly; 160k reviewed lines per developer" } ], "note": "Seat requirements and additional usage limits apply. Confirm current terms.", "url": "https://cubic.dev/" }, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cubic" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "London, United Kingdom", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cubic" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "6", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cubic" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Code review; Suggested fixes; Pull request navigation", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/cubic", "https://cubic.dev/" ] } }, "sources": [ { "title": "cubic — company directory profile", "url": "https://www.ycombinator.com/companies/cubic", "accessedAt": "2026-10-20" }, { "title": "cubic — official website", "url": "https://cubic.dev/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "draft-the-record", "name": "Draft The Record", "category": "legal", "categoryName": "Legal", "url": "https://superficialanalysis.com/analysis/legal/draft-the-record", "markdownUrl": "https://superficialanalysis.com/analysis/legal/draft-the-record.md", "website": "https://www.drafttherecord.com/", "description": "Draft The Record provides legal transcription and assistance for depositions and trials, with tools for live proceedings and later evidence review.", "tagline": "AI transcription and litigation assistance", "audience": "Litigators, court reporters, and legal transcription teams", "useCases": [ "Legal transcription", "Deposition review", "Trial preparation" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/draft-the-record" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/draft-the-record" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "5", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/draft-the-record" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Legal transcription; Deposition review; Trial preparation", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/draft-the-record" ] } }, "sources": [ { "title": "Draft The Record — company directory profile", "url": "https://www.ycombinator.com/companies/draft-the-record", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested. The official website did not return usable product content during this crawl; the public company directory profile is the source for this entry. Confirm current availability directly with the company." }, { "slug": "drillbit", "name": "Drillbit", "category": "home-services", "categoryName": "Home Services", "url": "https://superficialanalysis.com/analysis/home-services/drillbit", "markdownUrl": "https://superficialanalysis.com/analysis/home-services/drillbit.md", "website": "https://www.drillbit.com", "description": "Drillbit combines an AI receptionist, quoting tools, and a CRM to help residential contractors manage work from the first inquiry through scheduling and payment.", "tagline": "Office automation for residential contractors", "audience": "Residential contractors and home service teams", "useCases": [ "AI reception", "Quoting", "Job management" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/drillbit" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Austin, TX", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/drillbit" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "12", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/drillbit" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "AI reception; Quoting; Job management", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/drillbit", "https://www.drillbit.com" ] } }, "sources": [ { "title": "Drillbit — company directory profile", "url": "https://www.ycombinator.com/companies/drillbit", "accessedAt": "2026-10-20" }, { "title": "Drillbit — official website", "url": "https://www.drillbit.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "flai", "name": "Flai", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/flai", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/flai.md", "website": "https://www.useflai.com", "description": "Flai runs inbound service and sales calls plus outbound recall and re-engagement campaigns, with Toyota Ventures backing and go-lives under 7 days.", "tagline": "One platform for inbound calls and outbound campaigns", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": { "note": "Rates aren't published. Request current pricing at the demo." }, "integrations": [ { "group": "DMS", "items": [ "CDK", "Reynolds & Reynolds", "Tekion", "Dealertrack" ] }, { "group": "Schedulers", "items": [ "Xtime", "UpdatePromise", "Tekion", "Reynolds & Reynolds", "CDK", "Auto Live", "Dealer-FX", "myKaarma" ] }, { "group": "CRMs", "items": [ "Elead", "DriveCentric", "VinSolutions", "Tekion CRM", "Reynolds Focus" ] }, { "group": "Inventory", "items": [ "vAuto" ] } ], "facts": { "founded": { "value": "2025", "provenance": "verified", "sources": [ "https://www.ycombinator.com/companies/flai", "https://techcrunch.com/2025/10/03/flai-is-the-latest-startup-bringing-ai-to-car-dealerships/" ] }, "hq": { "value": "San Francisco", "provenance": "verified", "sources": [ "https://www.ycombinator.com/companies/flai" ] }, "ownership": { "value": "Seed", "provenance": "verified", "sources": [ "https://www.crunchbase.com/organization/flai-9604" ] }, "funding-total": { "value": "$11.5M", "provenance": "verified", "sources": [ "https://www.useflai.com/blog/flai-seed-funding-toyota-ventures", "https://www.autonews.com/retail/an-toyota-invests-in-flai-call-automation-0129/" ] }, "last-round": { "value": "Seed ext. · $6M · Feb ’26", "provenance": "verified", "sources": [ "https://www.autonews.com/retail/an-toyota-invests-in-flai-call-automation-0129/" ] }, "investors": { "value": "First Round, YC, Toyota Ventures +3", "provenance": "verified", "sources": [ "https://www.useflai.com/blog/seed-announcement" ] }, "deployment": { "value": "Both", "provenance": "verified", "sources": [ "https://www.useflai.com/" ] }, "channels": { "value": "Voice, SMS, email", "provenance": "verified", "sources": [ "https://techcrunch.com/2025/10/03/flai-is-the-latest-startup-bringing-ai-to-car-dealerships/" ] }, "focus": { "value": "Service + sales", "provenance": "verified", "sources": [ "https://www.useflai.com/" ] }, "languages": { "value": "Multiple", "provenance": "vendor-claimed", "sources": [ "https://www.useflai.com/" ] }, "scheduling": { "value": "DMS write-back · recalls · SMS", "provenance": "vendor-claimed", "sources": [ "https://www.useflai.com/blog/how-to-automate-service-appointment-scheduling-at-your-dealership" ] }, "customers-claimed": { "value": "100–1,000", "provenance": "vendor-claimed", "note": "per Flai" }, "customers": { "value": "Freeman Lexus, Findlay +4", "provenance": "verified", "sources": [ "https://www.useflai.com/case-studies" ] }, "oem": { "value": "None", "provenance": "not-disclosed", "note": "Toyota Ventures = investor, not a program", "sources": [ "https://www.useflai.com/blog/flai-seed-funding-toyota-ventures" ] }, "dms": { "value": "CDK, R&R, Dealertrack +2", "provenance": "verified", "sources": [ "https://www.useflai.com/" ] }, "schedulers": { "value": "Tekion, Xtime", "provenance": "verified", "sources": [ "https://www.useflai.com/blog/tekion-integration" ] }, "review": { "value": "None public", "provenance": "not-disclosed" }, "press": { "value": "TechCrunch, Auto News", "provenance": "verified", "sources": [ "https://techcrunch.com/2025/10/03/flai-is-the-latest-startup-bringing-ai-to-car-dealerships/", "https://www.autonews.com/retail/an-toyota-invests-in-flai-call-automation-0129/" ] }, "pricing": { "value": "", "provenance": "not-disclosed" } }, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "flexdesk", "name": "FlexDesk", "category": "real-estate", "categoryName": "Real Estate", "url": "https://superficialanalysis.com/analysis/real-estate/flexdesk", "markdownUrl": "https://superficialanalysis.com/analysis/real-estate/flexdesk.md", "website": "https://www.flexdesk.com/", "description": "FlexDesk organizes lease information, workplace utilization, and coworking programs, with AI agents for corporate real estate operations.", "tagline": "Portfolio intelligence for corporate real estate", "audience": "Corporate occupiers and internal real estate teams", "useCases": [ "Lease management", "Utilization tracking", "Portfolio operations" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2022", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/flexdesk" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "New York City, NY", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/flexdesk" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "8", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/flexdesk" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Lease management; Utilization tracking; Portfolio operations", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/flexdesk", "https://www.flexdesk.com/" ] } }, "sources": [ { "title": "FlexDesk — company directory profile", "url": "https://www.ycombinator.com/companies/flexdesk", "accessedAt": "2026-10-20" }, { "title": "FlexDesk — official website", "url": "https://www.flexdesk.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "floworks", "name": "Floworks", "category": "sales", "categoryName": "Sales & GTM", "url": "https://superficialanalysis.com/analysis/sales/floworks", "markdownUrl": "https://superficialanalysis.com/analysis/sales/floworks.md", "website": "https://floworks.ai/", "description": "Floworks develops AI employees including Alisha, an SDR agent that researches prospects, prepares personalized outreach, follows up, and coordinates sales meetings.", "tagline": "AI agents for outbound sales", "audience": "B2B sales teams and growing businesses", "useCases": [ "Prospect research", "Outbound email", "Meeting coordination" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2022", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/floworks" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Bengaluru, India", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/floworks" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "20", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/floworks" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Prospect research; Outbound email; Meeting coordination", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/floworks", "https://floworks.ai/" ] } }, "sources": [ { "title": "Floworks — company directory profile", "url": "https://www.ycombinator.com/companies/floworks", "accessedAt": "2026-10-20" }, { "title": "Floworks — official website", "url": "https://floworks.ai/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "fullseam", "name": "FullSeam", "category": "accounting", "categoryName": "Accounting & Finance", "url": "https://superficialanalysis.com/analysis/accounting/fullseam", "markdownUrl": "https://superficialanalysis.com/analysis/accounting/fullseam.md", "website": "https://fullseam.com", "description": "FullSeam builds agents for accounts payable, accounts receivable, and reconciliation tasks that typically happen outside a company's accounting software.", "tagline": "Agents for corporate accounting teams", "audience": "Corporate accounting and finance teams", "useCases": [ "Accounts payable", "Accounts receivable", "Reconciliation" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2026", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/fullseam" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "3", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/fullseam" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Accounts payable; Accounts receivable; Reconciliation", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/fullseam", "https://fullseam.com" ] } }, "sources": [ { "title": "FullSeam — company directory profile", "url": "https://www.ycombinator.com/companies/fullseam", "accessedAt": "2026-10-20" }, { "title": "FullSeam — official website", "url": "https://fullseam.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "golf", "name": "Golf", "category": "security", "categoryName": "Security & Governance", "url": "https://superficialanalysis.com/analysis/security/golf", "markdownUrl": "https://superficialanalysis.com/analysis/security/golf.md", "website": "https://golf.dev/", "description": "Golf helps enterprises discover AI agents and MCP connections, enforce access policies, and maintain audit trails for agent activity.", "tagline": "Visibility and policy controls for AI agents", "audience": "Enterprise security and AI platform teams", "useCases": [ "Agent visibility", "Access policies", "MCP governance" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/golf" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/golf" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "1", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/golf" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Agent visibility; Access policies; MCP governance", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/golf", "https://golf.dev/" ] } }, "sources": [ { "title": "Golf — company directory profile", "url": "https://www.ycombinator.com/companies/golf", "accessedAt": "2026-10-20" }, { "title": "Golf — official website", "url": "https://golf.dev/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "greptile", "name": "Greptile", "category": "developer-tools", "categoryName": "Developer Tools", "url": "https://superficialanalysis.com/analysis/developer-tools/greptile", "markdownUrl": "https://superficialanalysis.com/analysis/developer-tools/greptile.md", "website": "https://www.greptile.com", "description": "Greptile reviews pull requests using context from the wider codebase, helping development teams inspect changes, identify potential issues, and apply coding standards.", "tagline": "AI code review with repository context", "audience": "Software engineering teams", "useCases": [ "Pull request review", "Codebase understanding", "Code validation" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": { "summary": "Company-published plans; source reviewed October 20, 2026.", "tiers": [ { "label": "Starter", "price": "Free", "note": "One active developer; 50 credits/month" }, { "label": "Pro", "price": "$30/seat/mo", "note": "50 credits per seat; extra credits $1 each" } ], "note": "A standard review uses 1 credit; a TREX review uses 3. Confirm current limits and billing terms.", "url": "https://www.greptile.com" }, "integrations": [ { "group": "Code hosting (company-stated)", "items": [ "GitHub", "GitLab" ] } ], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/greptile" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/greptile" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "35", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/greptile" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Pull request review; Codebase understanding; Code validation", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/greptile", "https://www.greptile.com" ] } }, "sources": [ { "title": "Greptile — company directory profile", "url": "https://www.ycombinator.com/companies/greptile", "accessedAt": "2026-10-20" }, { "title": "Greptile — official website", "url": "https://www.greptile.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "harbera", "name": "Harbera", "category": "healthcare", "categoryName": "Healthcare Operations", "url": "https://superficialanalysis.com/analysis/healthcare/harbera", "markdownUrl": "https://superficialanalysis.com/analysis/healthcare/harbera.md", "website": "https://harbera.com/", "description": "Harbera helps healthcare organizations manage provider credentialing, monitor status, and prepare recredentialing work for their clinicians.", "tagline": "Provider credentialing and monitoring", "audience": "Clinics and provider credentialing teams", "useCases": [ "Provider credentialing", "Status monitoring", "Recredentialing" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/harbera" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "New York City, NY", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/harbera" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "2", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/harbera" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Provider credentialing; Status monitoring; Recredentialing", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/harbera", "https://harbera.com/" ] } }, "sources": [ { "title": "Harbera — company directory profile", "url": "https://www.ycombinator.com/companies/harbera", "accessedAt": "2026-10-20" }, { "title": "Harbera — official website", "url": "https://harbera.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "hemut", "name": "Hemut", "category": "logistics", "categoryName": "Logistics & Freight", "url": "https://superficialanalysis.com/analysis/logistics/hemut", "markdownUrl": "https://superficialanalysis.com/analysis/logistics/hemut.md", "website": "https://www.hemut.com/", "description": "Hemut combines trucking management software with AI agents for calls, document processing, load sourcing, and accounting-related office work.", "tagline": "An AI operating system for trucking", "audience": "Trucking companies and fleet operations teams", "useCases": [ "Call automation", "Document intake", "Back-office operations" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/hemut" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Fresno, CA", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/hemut" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "3", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/hemut" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Call automation; Document intake; Back-office operations", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/hemut", "https://www.hemut.com/" ] } }, "sources": [ { "title": "Hemut — company directory profile", "url": "https://www.ycombinator.com/companies/hemut", "accessedAt": "2026-10-20" }, { "title": "Hemut — official website", "url": "https://www.hemut.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "henry", "name": "Henry", "category": "real-estate", "categoryName": "Real Estate", "url": "https://superficialanalysis.com/analysis/real-estate/henry", "markdownUrl": "https://superficialanalysis.com/analysis/real-estate/henry.md", "website": "https://www.henry.ai", "description": "Henry combines brokerage information with external data to help commercial real estate teams create presentations, financial models, and deal materials.", "tagline": "AI deal preparation for commercial real estate", "audience": "Commercial real estate brokers and transaction teams", "useCases": [ "Deal presentations", "Financial modeling", "Property research" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/henry-2" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "New York City, NY", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/henry-2" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "20", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/henry-2" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Deal presentations; Financial modeling; Property research", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/henry-2", "https://www.henry.ai" ] } }, "sources": [ { "title": "Henry — company directory profile", "url": "https://www.ycombinator.com/companies/henry-2", "accessedAt": "2026-10-20" }, { "title": "Henry — official website", "url": "https://www.henry.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "hera", "name": "Hera", "category": "design", "categoryName": "Design & Creative", "url": "https://superficialanalysis.com/analysis/design/hera", "markdownUrl": "https://superficialanalysis.com/analysis/design/hera.md", "website": "https://hera.video/", "description": "Hera creates editable motion graphics from ideas and prompts, with controls for refining animations and adapting templates.", "tagline": "AI-assisted motion graphics", "audience": "Video creators, marketing teams, and motion designers", "useCases": [ "Motion graphics", "Animated explainers", "Template editing" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/hera-video" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Berlin, Germany", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/hera-video" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "5", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/hera-video" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Motion graphics; Animated explainers; Template editing", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/hera-video", "https://hera.video/" ] } }, "sources": [ { "title": "Hera — company directory profile", "url": "https://www.ycombinator.com/companies/hera-video", "accessedAt": "2026-10-20" }, { "title": "Hera — official website", "url": "https://hera.video/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "impel", "name": "Impel", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/impel", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/impel.md", "website": "https://impel.ai", "description": "Impel spans sales, service, marketing, and merchandising in one platform, and reports more than 8,000 retailers and OEMs across 51 countries.", "tagline": "One AI operating system for sales, service, and marketing", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": { "summary": "Per rooftop, per month, starting at", "tiers": [ { "label": "0–750 repair orders", "price": "$1,499/mo" }, { "label": "750–1,500 repair orders", "price": "$1,999/mo" }, { "label": "1,500+ repair orders", "price": "$2,499/mo" } ] }, "integrations": [ { "group": "DMS", "items": [ "CDK", "Reynolds & Reynolds", "Dealertrack", "Tekion", "PBS", "Keyloop", "Pentana" ] }, { "group": "Schedulers", "items": [ "Xtime" ] }, { "group": "CRMs", "items": [ "VinSolutions", "DealerSocket", "Momentum", "DealerPeak", "ProMax", "Activix", "Walcu", "Eskimo Lead Management" ] }, { "group": "OEM programs", "items": [ "GM", "Chevrolet", "Buick", "GMC", "Cadillac", "Stellantis", "Honda", "Acura", "Hyundai", "Kia", "Audi", "Porsche", "Jaguar", "Land Rover", "Maserati", "Mitsubishi" ] } ], "facts": { "founded": { "value": "2011", "provenance": "verified", "note": "rebranded Impel ’22", "sources": [ "https://www.crunchbase.com/organization/swipe-to-spin", "https://powersportsbusiness.com/top-stories/2022/04/02/spincar-announces-name-change-to-impel/" ] }, "hq": { "value": "Syracuse, NY", "provenance": "verified", "sources": [ "https://impel.ai/contact-us/" ] }, "ownership": { "value": "PE-backed", "provenance": "verified", "note": "Silversmith", "sources": [ "https://www.silversmith.com/portfolio/impel" ] }, "headcount": { "value": "~450", "provenance": "verified", "note": "~530 per trackers ’26", "sources": [ "https://impel.ai/about-impel/", "https://tracxn.com/d/companies/impel/__fEeR1DNV0aTX5RYBoTOz6ieENax_Yxph3cOHAVBgB6M" ] }, "funding-total": { "value": "$126M", "provenance": "verified", "sources": [ "https://www.prweb.com/releases/impel-secures-104-million-growth-equity-investment-led-by-silversmith-capital-partners-823619173.html" ] }, "last-round": { "value": "Series C · $104M · Jan ’23", "provenance": "verified", "sources": [ "https://impel.ai/blog/impel-announces-104m-growth-investment-led-by-silversmith-capital-partners/" ] }, "investors": { "value": "Silversmith, Wavecrest", "provenance": "verified", "sources": [ "https://www.crunchbase.com/organization/swipe-to-spin" ] }, "projected-revenue": { "value": "$100M (est.)", "provenance": "toma-firsthand", "note": ">$50M ARR ’22 and $150M target for end ’26, per WSJ", "sources": [ "https://webreprints.djreprints.com/2368155.html", "https://getlatka.com/companies/impel.io" ] }, "deployment": { "value": "Both", "provenance": "verified", "sources": [ "https://impel.ai/service-ai/" ] }, "channels": { "value": "Voice, SMS, email +2", "provenance": "verified", "sources": [ "https://impel.ai/service-ai/" ] }, "focus": { "value": "Sales + service", "provenance": "verified", "note": "multi-product platform", "sources": [ "https://impel.ai/platform-overview/" ] }, "languages": { "value": "80+", "provenance": "vendor-claimed", "sources": [ "https://impel.ai/blog/four-impel-updates-that-strengthen-human-connections-in-auto-sales/" ] }, "scheduling": { "value": "DMS calendar · Xtime · SMS", "provenance": "vendor-claimed", "sources": [ "https://impel.ai/news/impel-partners-with-xtime/" ] }, "customers-claimed": { "value": "1,000+", "provenance": "vendor-claimed", "note": "sales + service", "sources": [ "https://impel.ai/about-impel/" ] }, "customers": { "value": "Audi, Mitsubishi, Lithia UK +", "provenance": "verified", "sources": [ "https://impel.ai/oem-programs/" ] }, "oem": { "value": "Ford, GM, Mitsubishi +7", "provenance": "verified", "sources": [ "https://impel.ai/oem-programs/", "https://impel.ai/news/impel-and-ford-direct-partnership-conversational-ai-solutions/" ] }, "dms": { "value": "CDK, Tekion, R&R, Dealertrack", "provenance": "verified", "sources": [ "https://impel.ai/partners/", "https://impel.ai/news/impel-integrates-with-tekion/" ] }, "schedulers": { "value": "Xtime", "provenance": "verified", "sources": [ "https://impel.ai/news/impel-partners-with-xtime/" ] }, "review": { "value": "G2 (score n/a)", "provenance": "not-disclosed", "sources": [ "https://www.g2.com/products/impel/reviews" ] }, "press": { "value": "Inc. 5000; acq. Outsell $100M+", "provenance": "verified", "sources": [ "https://impel.ai/news/impel-acquires-automotive-customer-engagement-platform-outsell/" ] }, "pricing": { "value": "", "provenance": "not-disclosed" } }, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "inlet", "name": "Inlet", "category": "legal", "categoryName": "Legal", "url": "https://superficialanalysis.com/analysis/legal/inlet", "markdownUrl": "https://superficialanalysis.com/analysis/legal/inlet.md", "website": "https://inletai.com", "description": "Inlet uses AI to capture legal work and turn it into time records, helping attorneys track billable activity while moving between matters.", "tagline": "Automatic timekeeping for lawyers", "audience": "Small and medium-sized law firms", "useCases": [ "Time capture", "Matter activity tracking", "Billing preparation" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/inlet-2" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "New York City, NY", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/inlet-2" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "2", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/inlet-2" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Time capture; Matter activity tracking; Billing preparation", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/inlet-2", "https://inletai.com" ] } }, "sources": [ { "title": "Inlet — company directory profile", "url": "https://www.ycombinator.com/companies/inlet-2", "accessedAt": "2026-10-20" }, { "title": "Inlet — official website", "url": "https://inletai.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "inspectmind-ai", "name": "InspectMind AI", "category": "construction", "categoryName": "Construction", "url": "https://superficialanalysis.com/analysis/construction/inspectmind-ai", "markdownUrl": "https://superficialanalysis.com/analysis/construction/inspectmind-ai.md", "website": "https://www.inspectmind.ai", "description": "InspectMind AI reviews construction drawings to identify issues before they become rework, project delays, or coordination problems on site.", "tagline": "AI review of construction drawings", "audience": "Architects, engineers, and construction teams", "useCases": [ "Drawing review", "Issue detection", "Design coordination" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/inspectmind-ai" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/inspectmind-ai" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "2", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/inspectmind-ai" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Drawing review; Issue detection; Design coordination", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/inspectmind-ai", "https://www.inspectmind.ai" ] } }, "sources": [ { "title": "InspectMind AI — company directory profile", "url": "https://www.ycombinator.com/companies/inspectmind-ai", "accessedAt": "2026-10-20" }, { "title": "InspectMind AI — official website", "url": "https://www.inspectmind.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "juicebox", "name": "Juicebox", "category": "recruiting", "categoryName": "Recruiting & HR", "url": "https://superficialanalysis.com/analysis/recruiting/juicebox", "markdownUrl": "https://superficialanalysis.com/analysis/recruiting/juicebox.md", "website": "https://juicebox.ai/", "description": "Juicebox provides AI recruiting tools that help teams find and engage candidates, with search and agent workflows for talent acquisition.", "tagline": "AI recruiting search and agents", "audience": "Internal recruiting teams and recruiting agencies", "useCases": [ "Candidate discovery", "Talent search", "Recruiting agents" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2022", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/juicebox" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/juicebox" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "100", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/juicebox" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Candidate discovery; Talent search; Recruiting agents", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/juicebox", "https://juicebox.ai/" ] } }, "sources": [ { "title": "Juicebox — company directory profile", "url": "https://www.ycombinator.com/companies/juicebox", "accessedAt": "2026-10-20" }, { "title": "Juicebox — official website", "url": "https://juicebox.ai/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "lancedb", "name": "LanceDB", "category": "data-infrastructure", "categoryName": "Data & AI Infrastructure", "url": "https://superficialanalysis.com/analysis/data-infrastructure/lancedb", "markdownUrl": "https://superficialanalysis.com/analysis/data-infrastructure/lancedb.md", "website": "https://lancedb.com", "description": "LanceDB provides an open-source database and data platform for AI workloads, including vector search and storage for multimodal datasets.", "tagline": "Multimodal storage and search for AI", "audience": "AI engineers and data infrastructure teams", "useCases": [ "Vector search", "Multimodal data", "AI data infrastructure" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2022", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/lancedb" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/lancedb" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "35", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/lancedb" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Vector search; Multimodal data; AI data infrastructure", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/lancedb", "https://lancedb.com" ] } }, "sources": [ { "title": "LanceDB — company directory profile", "url": "https://www.ycombinator.com/companies/lancedb", "accessedAt": "2026-10-20" }, { "title": "LanceDB — official website", "url": "https://lancedb.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "leaping", "name": "Leaping", "category": "developer-tools", "categoryName": "Developer Tools", "url": "https://superficialanalysis.com/analysis/developer-tools/leaping", "markdownUrl": "https://superficialanalysis.com/analysis/developer-tools/leaping.md", "website": "https://www.leaping.io/", "description": "Leaping describes an AI system that investigates software bugs, identifies likely root causes, and generates tested code fixes.", "tagline": "Automated diagnosis and fixes for software bugs", "audience": "Software engineering and maintenance teams", "useCases": [ "Bug investigation", "Root-cause analysis", "Code fixes" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/leaping" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "New York City, NY", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/leaping" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "2", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/leaping" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Bug investigation; Root-cause analysis; Code fixes", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/leaping" ] } }, "sources": [ { "title": "Leaping — company directory profile", "url": "https://www.ycombinator.com/companies/leaping", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested. The official website did not return usable product content during this crawl; the public company directory profile is the source for this entry. Confirm current availability directly with the company." }, { "slug": "magic-patterns", "name": "Magic Patterns", "category": "design", "categoryName": "Design & Creative", "url": "https://superficialanalysis.com/analysis/design/magic-patterns", "markdownUrl": "https://superficialanalysis.com/analysis/design/magic-patterns.md", "website": "https://www.magicpatterns.com/", "description": "Magic Patterns helps product teams turn prompts and requirements into interface designs, explore alternatives, gather feedback, and move toward implementation.", "tagline": "AI design and prototyping for product teams", "audience": "Product managers, designers, and engineering teams", "useCases": [ "UI prototyping", "Design iteration", "Product collaboration" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": { "summary": "Plan rates stated on the company homepage; reviewed October 20, 2026.", "tiers": [ { "label": "Free", "price": "Free", "note": "Limited usage" }, { "label": "Starter", "price": "$20/seat/mo" }, { "label": "Business", "price": "$100/seat/mo" }, { "label": "Enterprise", "price": "Custom" } ], "note": "Confirm plan allowances and billing commitments with the company.", "url": "https://www.magicpatterns.com/" }, "integrations": [], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/magic-patterns" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/magic-patterns" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "10", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/magic-patterns" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "UI prototyping; Design iteration; Product collaboration", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/magic-patterns", "https://www.magicpatterns.com/" ] } }, "sources": [ { "title": "Magic Patterns — company directory profile", "url": "https://www.ycombinator.com/companies/magic-patterns", "accessedAt": "2026-10-20" }, { "title": "Magic Patterns — official website", "url": "https://www.magicpatterns.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "mem0", "name": "Mem0", "category": "data-infrastructure", "categoryName": "Data & AI Infrastructure", "url": "https://superficialanalysis.com/analysis/data-infrastructure/mem0", "markdownUrl": "https://superficialanalysis.com/analysis/data-infrastructure/mem0.md", "website": "https://mem0.ai", "description": "Mem0 provides a memory layer that lets AI assistants and agents retain relevant context and user preferences across interactions.", "tagline": "Persistent memory for AI applications", "audience": "Developers building AI assistants and agents", "useCases": [ "Persistent context", "User preferences", "Agent memory" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/mem0" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/mem0" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "10", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/mem0" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Persistent context; User preferences; Agent memory", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/mem0", "https://mem0.ai" ] } }, "sources": [ { "title": "Mem0 — company directory profile", "url": "https://www.ycombinator.com/companies/mem0", "accessedAt": "2026-10-20" }, { "title": "Mem0 — official website", "url": "https://mem0.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "merlin-ai", "name": "Merlin AI", "category": "construction", "categoryName": "Construction", "url": "https://superficialanalysis.com/analysis/construction/merlin-ai", "markdownUrl": "https://superficialanalysis.com/analysis/construction/merlin-ai.md", "website": "https://www.merlinai.co", "description": "Merlin AI combines project management, materials, estimating, finance, and CRM workflows in an ERP built for construction companies.", "tagline": "AI-powered ERP for construction", "audience": "Construction companies and contractors", "useCases": [ "Project management", "Estimating", "Materials and finance" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/merlin-ai" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Los Angeles, CA", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/merlin-ai" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "19", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/merlin-ai" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Project management; Estimating; Materials and finance", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/merlin-ai", "https://www.merlinai.co" ] } }, "sources": [ { "title": "Merlin AI — company directory profile", "url": "https://www.ycombinator.com/companies/merlin-ai", "accessedAt": "2026-10-20" }, { "title": "Merlin AI — official website", "url": "https://www.merlinai.co", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "mia", "name": "Mia", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/mia", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/mia.md", "website": "https://www.mia.inc", "description": "Mia handles calls and texts across sales, service, and reception with multilingual support. Over half of the top 10 US dealer groups use it, per Mia.", "tagline": "Calls and texts across sales, service, and reception, 24/7", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": { "note": "Custom, built around rooftop count, call volume, departments, and features. Book a demo for a package and transition plan." }, "integrations": [ { "group": "DMS", "items": [ "CDK", "Reynolds & Reynolds", "DealerTrack", "Tekion", "PBS", "Lightspeed", "Auto/Mate" ] }, { "group": "CRMs", "items": [ "VinSolutions", "DriveCentric", "CDK eLead", "Tekion", "DealerSocket", "Lightspeed", "Reynolds & Reynolds" ] }, { "group": "Service & scheduling", "items": [ "Xtime", "Tekion", "Reynolds & Reynolds", "Dealer-FX", "myKaarma", "Affinitiv", "Protractor", "Auto.Live", "UpdatePromise", "TCC", "Omnique", "Lightspeed", "DealerTrack", "CDK", "Auto/Mate" ] }, { "group": "Inventory", "items": [ "vAuto", "ACV MAX", "AutoSweet", "Dealer Inspire", "HomeNet Automotive", "Predian", "Vincue", "Dealerslink", "Lightspeed", "Foureyes", "Tekion" ] }, { "group": "Phone system", "items": [ "Volie" ] } ], "facts": { "founded": { "value": "2023", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/mia-labs-raises-20m-series-a-to-power-the-ai-super-employee-behind-350-dealerships-302668343.html" ] }, "hq": { "value": "Allen / Austin, TX", "provenance": "disputed", "sources": [ "https://www.builtinaustin.com/company/mia-labs", "https://www.prnewswire.com/news-releases/mia-labs-raises-20m-series-a-to-power-the-ai-super-employee-behind-350-dealerships-302668343.html" ] }, "ownership": { "value": "Series A", "provenance": "verified", "sources": [ "https://www.crunchbase.com/organization/mialabsinc" ] }, "headcount": { "value": "", "provenance": "not-disclosed", "sources": [ "https://www.mia.inc/company" ] }, "funding-total": { "value": "$29M", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/mia-labs-raises-20m-series-a-to-power-the-ai-super-employee-behind-350-dealerships-302668343.html" ] }, "last-round": { "value": "Series A · $20M · Jan ’26", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/mia-labs-raises-20m-series-a-to-power-the-ai-super-employee-behind-350-dealerships-302668343.html" ] }, "investors": { "value": "Permanent Capital, Norwest +2", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/mia-labs-raises-20m-series-a-to-power-the-ai-super-employee-behind-350-dealerships-302668343.html" ] }, "deployment": { "value": "Both", "provenance": "vendor-claimed", "sources": [ "https://www.mia.inc/use-cases/services" ] }, "channels": { "value": "Voice, SMS", "provenance": "vendor-claimed", "sources": [ "https://www.mia.inc/" ] }, "focus": { "value": "Service + sales", "provenance": "vendor-claimed", "sources": [ "https://www.mia.inc/use-cases/services" ] }, "languages": { "value": "EN, ES +", "provenance": "vendor-claimed", "sources": [ "https://www.mia.inc/use-cases/reception" ] }, "scheduling": { "value": "DMS booking · op-codes · recalls", "provenance": "vendor-claimed", "sources": [ "https://www.mia.inc/use-cases/services" ] }, "customers-claimed": { "value": "100–1,000", "provenance": "vendor-claimed", "sources": [ "https://www.prnewswire.com/news-releases/mia-labs-raises-20m-series-a-to-power-the-ai-super-employee-behind-350-dealerships-302668343.html" ] }, "customers": { "value": "Earnhardt CDJR, Covert", "provenance": "verified", "sources": [ "https://www.paschgroup.com/vendor-reviews/mia/" ] }, "oem": { "value": "None", "provenance": "not-disclosed", "sources": [ "https://www.mia.inc/company" ] }, "dms": { "value": "CDK, Tekion, R&R +2", "provenance": "vendor-claimed", "note": "35+ claimed", "sources": [ "https://www.mia.inc/use-cases/services" ] }, "schedulers": { "value": "Xtime, Dealer-FX, myKaarma", "provenance": "vendor-claimed", "sources": [ "https://www.mia.inc/use-cases/services" ] }, "review": { "value": "5/5 Pasch (1)", "provenance": "verified", "sources": [ "https://www.paschgroup.com/vendor-reviews/mia/" ] }, "press": { "value": "Series A; MSFT feature", "provenance": "verified", "sources": [ "https://www.cbtnews.com/mia-labs-raises-20m-series-a-to-power-the-ai/" ] }, "pricing": { "value": "", "provenance": "not-disclosed" } }, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "mindfort", "name": "MindFort", "category": "security", "categoryName": "Security & Governance", "url": "https://superficialanalysis.com/analysis/security/mindfort", "markdownUrl": "https://superficialanalysis.com/analysis/security/mindfort.md", "website": "https://mindfort.ai/?utm_source=ycombinator&utm_medium=referral&utm_campaign=yc", "description": "MindFort develops AI agents that investigate web application vulnerabilities, validate findings, and support remediation workflows for security teams.", "tagline": "AI agents for application security testing", "audience": "Application security teams and software organizations", "useCases": [ "Application testing", "Vulnerability validation", "Remediation support" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/mindfort" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Los Angeles, CA", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/mindfort" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "6", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/mindfort" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Application testing; Vulnerability validation; Remediation support", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/mindfort", "https://mindfort.ai/?utm_source=ycombinator&utm_medium=referral&utm_campaign=yc" ] } }, "sources": [ { "title": "MindFort — company directory profile", "url": "https://www.ycombinator.com/companies/mindfort", "accessedAt": "2026-10-20" }, { "title": "MindFort — official website", "url": "https://mindfort.ai/?utm_source=ycombinator&utm_medium=referral&utm_campaign=yc", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "minimal-ai", "name": "Minimal AI", "category": "customer-support", "categoryName": "Customer Support", "url": "https://superficialanalysis.com/analysis/customer-support/minimal-ai", "markdownUrl": "https://superficialanalysis.com/analysis/customer-support/minimal-ai.md", "website": "https://gominimal.ai/", "description": "Minimal AI helps ecommerce brands build and manage AI agents that handle customer support requests and related service workflows.", "tagline": "AI support teams for ecommerce", "audience": "Ecommerce brands and support teams", "useCases": [ "Support automation", "Customer service", "Ecommerce workflows" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/minimal-ai" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Amsterdam, Netherlands", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/minimal-ai" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "3", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/minimal-ai" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Support automation; Customer service; Ecommerce workflows", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/minimal-ai", "https://gominimal.ai/" ] } }, "sources": [ { "title": "Minimal AI — company directory profile", "url": "https://www.ycombinator.com/companies/minimal-ai", "accessedAt": "2026-10-20" }, { "title": "Minimal AI — official website", "url": "https://gominimal.ai/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "mykaarma", "name": "myKaarma", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/mykaarma", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/mykaarma.md", "website": "https://mykaarma.com", "description": "myKaarma's AI agents answer calls and book service inside its own scheduler. It reports 2,000+ rooftops and OEM endorsements including Ford and BMW.", "tagline": "Fixed ops platform where voice AI and scheduler are one system", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": null, "integrations": [ { "group": "Scheduler", "items": [ "myKaarma Scheduler+ (native)" ] }, { "group": "DMS", "items": [ "CDK", "Reynolds & Reynolds", "DealerTrack", "Automate", "Tekion", "PBS", "DealerBuilt", "other majors" ] }, { "group": "OEM programs", "items": [ "VW", "Audi", "Porsche", "Volvo", "Lexus", "Toyota", "Subaru", "Stellantis", "Nissan", "Infiniti", "Mercedes-Benz", "Mazda", "Ford", "Kia", "Hyundai", "Genesis", "Honda", "Acura", "BMW", "MINI", "Land Rover", "Cadillac", "GM", "Mitsubishi", "Ferrari", "Lamborghini", "Rolls-Royce" ] }, { "group": "Payments", "items": [ "Stripe", "Chase Paymentech", "CrossCheck", "DigniFi", "First Data", "Global Payments", "Heartland", "Kount", "NMI", "TSYS", "Worldpay", "Cardinal" ] }, { "group": "Communications", "items": [ "Twilio", "Autoservice AI", "Stella Automotive AI" ] }, { "group": "Loaner & fleet", "items": [ "Dealerware", "Logitrac", "TSD" ] }, { "group": "Finance", "items": [ "Affirm", "Sunbit" ] }, { "group": "Rideshare", "items": [ "Uber" ] }, { "group": "Tire inspection", "items": [ "DealerTire", "Hunter", "Traxtion", "UVeye" ] }, { "group": "Recall", "items": [ "Recall Masters" ] } ], "facts": { "founded": { "value": "2012", "provenance": "vendor-claimed", "note": "operating since 2012, per myKaarma", "sources": [ "https://mykaarma.com/" ] }, "projected-revenue": { "value": "$40M (est.)", "provenance": "toma-firsthand", "note": "third-party estimates vary widely" }, "customers-claimed": { "value": "1,000+", "provenance": "vendor-claimed", "sources": [ "https://mykaarma.com/" ] }, "oem": { "value": "VW, Audi, Porsche +16", "provenance": "vendor-claimed", "note": "19 OEM programs, per myKaarma", "sources": [ "https://mykaarma.com/" ] }, "dms": { "value": "CDK, R&R, Tekion, Dealertrack +3", "provenance": "vendor-claimed", "note": "deep two-way sync", "sources": [ "https://mykaarma.com/" ] }, "schedulers": { "value": "Scheduler+ (native)", "provenance": "vendor-claimed", "sources": [ "https://mykaarma.com/" ] } }, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "numa", "name": "Numa AI", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/numa", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/numa.md", "website": "https://numa.com", "description": "Numa AI runs voice and text for dealership service and sales. Full profile coming soon.", "tagline": "AI customer operations for car dealerships", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": null, "integrations": [], "facts": {}, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "open", "name": "Open", "category": "customer-support", "categoryName": "Customer Support", "url": "https://superficialanalysis.com/analysis/customer-support/open", "markdownUrl": "https://superficialanalysis.com/analysis/customer-support/open.md", "website": "https://open.cx", "description": "Open provides an AI customer support and communication platform for handling requests across email, web, phone, SMS, and WhatsApp.", "tagline": "AI customer support across channels", "audience": "Enterprise customer support teams", "useCases": [ "Omnichannel support", "Support automation", "Customer communication" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/open" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Amman, Jordan", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/open" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "21", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/open" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Omnichannel support; Support automation; Customer communication", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/open", "https://open.cx" ] } }, "sources": [ { "title": "Open — company directory profile", "url": "https://www.ycombinator.com/companies/open", "accessedAt": "2026-10-20" }, { "title": "Open — official website", "url": "https://open.cx", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "pam", "name": "Pam", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/pam", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/pam.md", "website": "https://www.pam.ai", "description": "Pam runs voice AI for dealership service and sales and reports 800+ dealers on the platform, with the founding team personally involved in onboarding.", "tagline": "AI-powered phone and outbound platform for automotive dealerships.", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": { "note": "Pricing is tailored to each dealer based on the AI agents hired and store configuration. Pam will share exact pricing during the demo." }, "integrations": [ { "group": "DMS", "items": [ "Tekion", "Reynolds & Reynolds", "CDK Global", "PBS" ] }, { "group": "Service Schedulers", "items": [ "Xtime", "myKaarma", "Dealer-FX/WiAdvisor", "Affinitiv AutoLoop", "RedCap", "TCC", "Auto.Live", "Evenflow" ] }, { "group": "CRM / Lead Management", "items": [ "eLead", "Tekion CRM", "VinSolutions", "DealerSocket" ] } ], "facts": { "founded": { "value": "2023", "provenance": "verified", "sources": [ "https://www.crunchbase.com/organization/pam-b469", "https://www.pam.ai/company" ] }, "hq": { "value": "McLean, VA", "provenance": "vendor-claimed", "note": "per Pam" }, "ownership": { "value": "VC-backed", "provenance": "verified", "note": "entity: Dream Lab AI", "sources": [ "https://www.crunchbase.com/organization/pam-b469" ] }, "headcount": { "value": "~60", "provenance": "vendor-claimed", "note": "~37 per trackers", "sources": [ "https://www.pam.ai/company" ] }, "funding-total": { "value": "~$7M / undisclosed", "provenance": "disputed", "sources": [ "https://pitchbook.com/profiles/company/542232-46", "https://www.crunchbase.com/organization/pam-b469" ] }, "last-round": { "value": "Sep ’25 · Autotech (amt n/a)", "provenance": "verified", "sources": [ "https://www.autoremarketing.com/ar/technology/ai-receptionist-pam-gets-funding-to-continue-companys-growth/" ] }, "investors": { "value": "Autotech, HF0, First Harmonic +1", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/dealerships-lose-millions-in-missed-calls---pam-ai-platform-fixes-the-disconnect-for-hundreds-of-dealers-302538888.html" ] }, "projected-revenue": { "value": "$8M (est.)", "provenance": "toma-firsthand" }, "deployment": { "value": "Both", "provenance": "verified", "sources": [ "https://www.pam.ai/" ] }, "channels": { "value": "Voice, SMS, chat, email", "provenance": "verified", "sources": [ "https://www.pam.ai/" ] }, "focus": { "value": "Service + sales", "provenance": "vendor-claimed", "sources": [ "https://www.prnewswire.com/news-releases/dealerships-lose-millions-in-missed-calls---pam-ai-platform-fixes-the-disconnect-for-hundreds-of-dealers-302538888.html" ] }, "languages": { "value": "30", "provenance": "vendor-claimed", "note": "EN/ES confirmed", "sources": [ "https://www.paschgroup.com/vendor-reviews/pam/" ] }, "scheduling": { "value": "DMS write-back · capacity rules · no double-book", "provenance": "verified", "sources": [ "https://tekion.com/blog/pam-joins-the-tekion-strategic-partner-program-to-enhance-ai-voice-capabilities" ] }, "customers-claimed": { "value": "100–1,000", "provenance": "vendor-claimed", "sources": [ "https://www.pam.ai/" ] }, "customers": { "value": "Hennessy, Rick Case +4", "provenance": "vendor-claimed", "sources": [ "https://www.paschgroup.com/vendor-reviews/pam/" ] }, "oem": { "value": "Dealer-FX, Tekion, CallRevu", "provenance": "verified", "sources": [ "https://www.pam.ai/news/dealer-fx-selects-pam-preferred-voice-ai", "https://tekion.com/blog/pam-joins-the-tekion-strategic-partner-program-to-enhance-ai-voice-capabilities" ] }, "dms": { "value": "CDK, Tekion, Xtime +6", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/dealerships-lose-millions-in-missed-calls---pam-ai-platform-fixes-the-disconnect-for-hundreds-of-dealers-302538888.html" ] }, "schedulers": { "value": "Xtime, Tekion, Dealer-FX", "provenance": "verified", "sources": [ "https://tekion.com/blog/pam-joins-the-tekion-strategic-partner-program-to-enhance-ai-voice-capabilities" ] }, "review": { "value": "4.8★ Pasch (5) · 5.9/10", "provenance": "verified", "sources": [ "https://www.paschgroup.com/vendor-reviews/pam/" ] }, "press": { "value": "PR ’25; CallRevu ’24", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/dealerships-lose-millions-in-missed-calls---pam-ai-platform-fixes-the-disconnect-for-hundreds-of-dealers-302538888.html", "https://www.autoremarketing.com/ar/technology/ai-receptionist-pam-gets-funding-to-continue-companys-growth/" ] }, "pricing": { "value": "", "provenance": "not-disclosed" } }, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "parley", "name": "Parley", "category": "legal", "categoryName": "Legal", "url": "https://superficialanalysis.com/analysis/legal/parley", "markdownUrl": "https://superficialanalysis.com/analysis/legal/parley.md", "website": "https://parley.so", "description": "Parley organizes case information, research, drafting, and team work in a shared legal workspace designed to help AI agents complete legal tasks.", "tagline": "An AI workspace for legal matters", "audience": "Law firms and legal teams", "useCases": [ "Matter organization", "Legal drafting", "Research workflows" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/parley" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/parley" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "3", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/parley" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Matter organization; Legal drafting; Research workflows", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/parley", "https://parley.so" ] } }, "sources": [ { "title": "Parley — company directory profile", "url": "https://www.ycombinator.com/companies/parley", "accessedAt": "2026-10-20" }, { "title": "Parley — official website", "url": "https://parley.so", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "perfectly", "name": "Perfectly", "category": "recruiting", "categoryName": "Recruiting & HR", "url": "https://superficialanalysis.com/analysis/recruiting/perfectly", "markdownUrl": "https://superficialanalysis.com/analysis/recruiting/perfectly.md", "website": "https://www.perfectly.so/", "description": "Perfectly automates sourcing, outreach, screening, and qualification, with recruiting agents that help teams move candidates toward interviews.", "tagline": "An AI recruiting operating system", "audience": "Startups and hiring teams", "useCases": [ "Candidate sourcing", "Outreach", "Screening and qualification" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/perfectly" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/perfectly" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "4", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/perfectly" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Candidate sourcing; Outreach; Screening and qualification", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/perfectly", "https://www.perfectly.so/" ] } }, "sources": [ { "title": "Perfectly — company directory profile", "url": "https://www.ycombinator.com/companies/perfectly", "accessedAt": "2026-10-20" }, { "title": "Perfectly — official website", "url": "https://www.perfectly.so/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "permitflow", "name": "PermitFlow", "category": "construction", "categoryName": "Construction", "url": "https://superficialanalysis.com/analysis/construction/permitflow", "markdownUrl": "https://superficialanalysis.com/analysis/construction/permitflow.md", "website": "https://www.permitflow.com", "description": "PermitFlow provides an AI platform for contractors and developers to manage preconstruction work, with a focus on navigating permitting processes.", "tagline": "AI for construction permitting", "audience": "General contractors and real estate developers", "useCases": [ "Permit preparation", "Preconstruction workflows", "Permit management" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2021", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/permitflow" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "New York City, NY", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/permitflow" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "80", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/permitflow" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Permit preparation; Preconstruction workflows; Permit management", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/permitflow", "https://www.permitflow.com" ] } }, "sources": [ { "title": "PermitFlow — company directory profile", "url": "https://www.ycombinator.com/companies/permitflow", "accessedAt": "2026-10-20" }, { "title": "PermitFlow — official website", "url": "https://www.permitflow.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "polymet", "name": "Polymet", "category": "design", "categoryName": "Design & Creative", "url": "https://superficialanalysis.com/analysis/design/polymet", "markdownUrl": "https://superficialanalysis.com/analysis/design/polymet.md", "website": "https://polymet.ai", "description": "Polymet generates interface designs and front-end code from descriptions or images, with visual editing and tools for working with an existing design system.", "tagline": "AI product design with editable outputs", "audience": "Product teams and teams without dedicated designers", "useCases": [ "Interface generation", "Design-system workflows", "Front-end code" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [ { "group": "Design and development (company-stated)", "items": [ "Figma", "GitHub", "npm", "Storybook" ] } ], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/polymet" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Istanbul, Turkey", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/polymet" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "3", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/polymet" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Interface generation; Design-system workflows; Front-end code", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/polymet", "https://polymet.ai" ] } }, "sources": [ { "title": "Polymet — company directory profile", "url": "https://www.ycombinator.com/companies/polymet", "accessedAt": "2026-10-20" }, { "title": "Polymet — official website", "url": "https://polymet.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "riveter", "name": "Riveter", "category": "data-infrastructure", "categoryName": "Data & AI Infrastructure", "url": "https://superficialanalysis.com/analysis/data-infrastructure/riveter", "markdownUrl": "https://superficialanalysis.com/analysis/data-infrastructure/riveter.md", "website": "https://www.riveterhq.com/", "description": "Riveter provides an API for searching, extracting, and structuring web information, helping teams build datasets and automate recurring research.", "tagline": "Web data extraction for applications and agents", "audience": "Data teams, developers, and operations teams", "useCases": [ "Web research", "Structured extraction", "Data enrichment" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/riveter" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/riveter" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "2", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/riveter" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Web research; Structured extraction; Data enrichment", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/riveter", "https://www.riveterhq.com/" ] } }, "sources": [ { "title": "Riveter — company directory profile", "url": "https://www.ycombinator.com/companies/riveter", "accessedAt": "2026-10-20" }, { "title": "Riveter — official website", "url": "https://www.riveterhq.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "sameday", "name": "Sameday", "category": "home-services", "categoryName": "Home Services", "url": "https://superficialanalysis.com/analysis/home-services/sameday", "markdownUrl": "https://superficialanalysis.com/analysis/home-services/sameday.md", "website": "https://www.gosameday.com/", "description": "Sameday provides AI phone agents for home service companies, focused on answering customer calls and converting inquiries into scheduled work.", "tagline": "An AI workforce for the trades", "audience": "Home service businesses and multi-location trades operators", "useCases": [ "Phone answering", "Lead qualification", "Appointment booking" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2021", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/sameday" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Lehi, UT", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/sameday" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "7", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/sameday" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Phone answering; Lead qualification; Appointment booking", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/sameday", "https://www.gosameday.com/" ] } }, "sources": [ { "title": "Sameday — company directory profile", "url": "https://www.ycombinator.com/companies/sameday", "accessedAt": "2026-10-20" }, { "title": "Sameday — official website", "url": "https://www.gosameday.com/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "shortloop", "name": "ShortLoop", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/shortloop", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/shortloop.md", "website": "https://shortloop.ai", "description": "ShortLoop trains its phone AI on each store's workflows, books into the DMS and CRM, and starts at $890 a month with modular pricing.", "tagline": "The Phone AI that's built around each store, across inbound, outbound, and reporting.", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": { "summary": "Modular by store size, starting at", "tiers": [ { "label": "Starting price", "price": "$890/mo", "note": "scales up by module and store size" } ] }, "integrations": [ { "group": "DMS", "items": [ "Tekion", "CDK", "Reynolds & Reynolds", "DealerTrack", "Auto/Mate", "PBS" ] }, { "group": "Schedulers", "items": [ "Xtime", "myKaarma", "DealerFX", "DealerTrack" ] }, { "group": "CRMs", "items": [ "VinSolutions", "Tekion", "Reynolds & Reynolds", "PBS", "DriveCentric", "CDK eLead" ] } ], "facts": { "founded": { "value": "2022", "provenance": "verified", "sources": [ "https://www.ycombinator.com/companies/shortloop" ] }, "hq": { "value": "San Francisco", "provenance": "verified", "sources": [ "https://www.ycombinator.com/companies/shortloop" ] }, "ownership": { "value": "Seed", "provenance": "verified", "sources": [ "https://pitchbook.com/profiles/company/521528-41" ] }, "headcount": { "value": "~12", "provenance": "verified", "note": "~6 in ’24", "sources": [ "https://tracxn.com/d/companies/shortloop/__C69PylQ7zedIuBra-juWotW8H6EfIULSe3f8xEGAOKE" ] }, "funding-total": { "value": "$2.73M", "provenance": "verified", "note": "no later round found", "sources": [ "https://tracxn.com/d/companies/shortloop/__C69PylQ7zedIuBra-juWotW8H6EfIULSe3f8xEGAOKE/funding-and-investors" ] }, "last-round": { "value": "Seed · $2.73M · Jul ’23", "provenance": "verified", "sources": [ "https://startup-seeker.com/company/shortloop~dev" ] }, "investors": { "value": "YC, Stellaris", "provenance": "verified", "sources": [ "https://www.ycombinator.com/companies/shortloop" ] }, "deployment": { "value": "Both", "provenance": "verified", "sources": [ "https://shortloop.ai/" ] }, "channels": { "value": "Voice", "provenance": "verified", "sources": [ "https://shortloop.ai/" ] }, "focus": { "value": "Service + sales", "provenance": "verified", "sources": [ "https://shortloop.ai/" ] }, "languages": { "value": "EN, ES", "provenance": "verified", "sources": [ "https://shortloop.ai/" ] }, "scheduling": { "value": "24/7 booking · recalls · direct", "provenance": "vendor-claimed", "sources": [ "https://shortloop.ai/case-study/" ] }, "customers-claimed": { "value": "100–1,000", "provenance": "vendor-claimed", "note": "per ShortLoop" }, "customers": { "value": "Toyota SLO, Champion Ford +3", "provenance": "verified", "sources": [ "https://shortloop.ai/case-study/" ] }, "oem": { "value": "None", "provenance": "not-disclosed" }, "dms": { "value": "CDK, R&R, Tekion +6", "provenance": "verified", "sources": [ "https://shortloop.ai/", "https://www.ycombinator.com/companies/shortloop" ] }, "schedulers": { "value": "Xtime (+ API)", "provenance": "vendor-claimed", "sources": [ "https://shortloop.ai/" ] }, "review": { "value": "None public", "provenance": "not-disclosed" }, "press": { "value": "None major", "provenance": "not-disclosed" }, "pricing": { "value": "", "provenance": "not-disclosed" } }, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "spott", "name": "Spott", "category": "recruiting", "categoryName": "Recruiting & HR", "url": "https://superficialanalysis.com/analysis/recruiting/spott", "markdownUrl": "https://superficialanalysis.com/analysis/recruiting/spott.md", "website": "https://spott.io", "description": "Spott combines applicant tracking, customer relationship management, and AI agents in a platform built for recruiting and staffing firms.", "tagline": "AI-native ATS and CRM", "audience": "Recruiting and staffing agencies", "useCases": [ "Applicant tracking", "Recruitment CRM", "Recruiting workflow automation" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/spott" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Leuven, Belgium", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/spott" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "50", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/spott" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Applicant tracking; Recruitment CRM; Recruiting workflow automation", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/spott", "https://spott.io" ] } }, "sources": [ { "title": "Spott — company directory profile", "url": "https://www.ycombinator.com/companies/spott", "accessedAt": "2026-10-20" }, { "title": "Spott — official website", "url": "https://spott.io", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "stella", "name": "Stella", "category": "automotive", "categoryName": "Automotive", "url": "https://superficialanalysis.com/analysis/automotive/stella", "markdownUrl": "https://superficialanalysis.com/analysis/automotive/stella.md", "website": "https://stellaautomotive.com", "description": "Stella manages inbound and outbound across phone, SMS, and email, and books directly into the DMS through certified integrations.", "tagline": "Inbound and outbound across phone, SMS, and email", "audience": null, "useCases": [], "reviewedAt": null, "historicalSnapshot": "July 2026", "pricing": { "note": "Book a demo for pricing and transition incentives" }, "integrations": [ { "group": "DMS", "items": [ "CDK", "Reynolds & Reynolds", "Tekion", "Automate", "PBS" ] }, { "group": "Schedulers", "items": [ "Xtime", "myKaarma", "Dealer-FX", "Update Promise", "WiAdvisor" ] }, { "group": "CRMs", "items": [ "Reynolds Focus", "VinSolutions" ] }, { "group": "Outbound & BDC", "items": [ "Affinitiv", "Volie" ] } ], "facts": { "founded": { "value": "2022 / 2016", "provenance": "disputed", "note": "filing ’22; Telepathy Labs lineage ’16", "sources": [ "https://stellaautomotive.com/about/", "https://www.crunchbase.com/organization/stella-automotive-ai" ] }, "hq": { "value": "Tampa, FL", "provenance": "verified", "sources": [ "https://www.cbinsights.com/company/stella-automotive-ai" ] }, "ownership": { "value": "Series A", "provenance": "verified", "note": "Telepathy Labs", "sources": [ "https://www.crunchbase.com/organization/stella-automotive-ai" ] }, "headcount": { "value": "~34–51", "provenance": "vendor-claimed", "sources": [ "https://rocketreach.co/stella-automotive-ai-profile_b7f64e21c2ad2435" ] }, "funding-total": { "value": "$34.7M / $107M", "provenance": "disputed", "sources": [ "https://pitchbook.com/profiles/company/175878-10", "https://www.crunchbase.com/organization/stella-automotive-ai" ] }, "last-round": { "value": "Conv. debt · $11M · Dec ’24", "provenance": "verified", "sources": [ "https://www.businesswire.com/news/home/20241205555844/en/", "https://www.autonews.com/retail/reynolds-and-reynolds-dealers-back-stella-automotive-ai-funding/" ] }, "investors": { "value": "Reynolds & Reynolds + dealers", "provenance": "verified", "sources": [ "https://www.autonews.com/retail/reynolds-and-reynolds-dealers-back-stella-automotive-ai-funding/" ] }, "deployment": { "value": "Both", "provenance": "verified", "sources": [ "https://www.paschgroup.com/vendor-reviews/stella/" ] }, "channels": { "value": "Voice, SMS, chat", "provenance": "verified", "sources": [ "https://stellaautomotive.com/how-ai-can-facilitate-multi-channel-appointment-scheduling-for-dealerships-phone-sms-and-web-chat/" ] }, "focus": { "value": "Service + sales", "provenance": "verified", "sources": [ "https://www.paschgroup.com/vendor-reviews/stella/" ] }, "languages": { "value": "EN, ES", "provenance": "verified", "sources": [ "https://stellaautomotive.com/stella-launches-new-spanish-conversational-ai-feature-expanding-your-dealerships-reach/" ] }, "scheduling": { "value": "DMS write-back · 270+ op-codes · tech match", "provenance": "vendor-claimed", "sources": [ "https://stellaautomotive.com/stella-service-booking-ai-unleashes-expanded-connectivity/" ] }, "customers-claimed": { "value": "100–1,000", "provenance": "vendor-claimed", "sources": [ "https://stellaautomotive.com/about/" ] }, "customers": { "value": "Valley Hi Toyota, Germain +3", "provenance": "vendor-claimed", "sources": [ "https://www.paschgroup.com/vendor-reviews/stella/" ] }, "oem": { "value": "GM IMR DDS", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/stella-ai-selected-to-join-gm-imr-dds-program-302359904.html" ] }, "dms": { "value": "CDK, R&R, Tekion, Dealer-FX", "provenance": "verified", "sources": [ "https://www.paschgroup.com/vendor-reviews/stella/" ] }, "schedulers": { "value": "Xtime, Affinitiv, myKaarma +1", "provenance": "verified", "sources": [ "https://stellaautomotive.com/stella-service-booking-ai-unleashes-expanded-connectivity/" ] }, "review": { "value": "5/5 Pasch · 5.3/10 (3)", "provenance": "verified", "sources": [ "https://www.paschgroup.com/vendor-reviews/stella/" ] }, "press": { "value": "GM IMR ’25; $19.7M Series A ’24", "provenance": "verified", "sources": [ "https://www.prnewswire.com/news-releases/stella-ai-selected-to-join-gm-imr-dds-program-302359904.html", "https://www.businesswire.com/news/home/20240501755695/en/" ] }, "pricing": { "value": "", "provenance": "not-disclosed" } }, "sources": [], "researchNote": "Original automotive coverage; historical source labels and terms have not been reverified." }, { "slug": "syntra", "name": "Syntra", "category": "healthcare", "categoryName": "Healthcare Operations", "url": "https://superficialanalysis.com/analysis/healthcare/syntra", "markdownUrl": "https://superficialanalysis.com/analysis/healthcare/syntra.md", "website": "https://www.syntra.com", "description": "Syntra automates pre-bill chart review, claim review, and submission to help healthcare providers move clinical encounters through the payment process.", "tagline": "AI automation for healthcare payments", "audience": "Healthcare practices and revenue cycle teams", "useCases": [ "Chart review", "Claim review", "Claim submission" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/syntra" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/syntra" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "10", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/syntra" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Chart review; Claim review; Claim submission", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/syntra", "https://www.syntra.com" ] } }, "sources": [ { "title": "Syntra — company directory profile", "url": "https://www.ycombinator.com/companies/syntra", "accessedAt": "2026-10-20" }, { "title": "Syntra — official website", "url": "https://www.syntra.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "toothy-ai", "name": "Toothy AI", "category": "healthcare", "categoryName": "Healthcare Operations", "url": "https://superficialanalysis.com/analysis/healthcare/toothy-ai", "markdownUrl": "https://superficialanalysis.com/analysis/healthcare/toothy-ai.md", "website": "https://www.toothy.ai/", "description": "Toothy AI builds agents for dental practices that handle insurance verification, billing, and claims work, including voice calls to insurers.", "tagline": "Insurance workflows for dental clinics", "audience": "Dental practices and dental billing teams", "useCases": [ "Insurance verification", "Claims processing", "Insurance calls" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2024", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/toothy-ai" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/toothy-ai" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "15", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/toothy-ai" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Insurance verification; Claims processing; Insurance calls", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/toothy-ai", "https://www.toothy.ai/" ] } }, "sources": [ { "title": "Toothy AI — company directory profile", "url": "https://www.ycombinator.com/companies/toothy-ai", "accessedAt": "2026-10-20" }, { "title": "Toothy AI — official website", "url": "https://www.toothy.ai/", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "truewind", "name": "Truewind", "category": "accounting", "categoryName": "Accounting & Finance", "url": "https://superficialanalysis.com/analysis/accounting/truewind", "markdownUrl": "https://superficialanalysis.com/analysis/accounting/truewind.md", "website": "https://www.trytruewind.com", "description": "Truewind develops an AI staff accountant that categorizes data, collects supporting documents, and follows up on outstanding work during the accounting process.", "tagline": "AI accounting operations", "audience": "Accounting firms and internal finance teams", "useCases": [ "Transaction categorization", "Document collection", "Month-end workflows" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/truewind" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/truewind" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Transaction categorization; Document collection; Month-end workflows", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/truewind", "https://www.trytruewind.com" ] } }, "sources": [ { "title": "Truewind — company directory profile", "url": "https://www.ycombinator.com/companies/truewind", "accessedAt": "2026-10-20" }, { "title": "Truewind — official website", "url": "https://www.trytruewind.com", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "vapi", "name": "Vapi", "category": "voice-ai", "categoryName": "Voice AI", "url": "https://superficialanalysis.com/analysis/voice-ai/vapi", "markdownUrl": "https://superficialanalysis.com/analysis/voice-ai/vapi.md", "website": "https://vapi.ai", "description": "Vapi provides a developer platform for building and operating voice AI agents that participate in phone and conversational workflows.", "tagline": "Infrastructure for building voice agents", "audience": "Developers and teams building voice applications", "useCases": [ "Voice agent development", "Call workflows", "Voice infrastructure" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2020", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/vapi" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/vapi" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "50", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/vapi" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Voice agent development; Call workflows; Voice infrastructure", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/vapi", "https://vapi.ai" ] } }, "sources": [ { "title": "Vapi — company directory profile", "url": "https://www.ycombinator.com/companies/vapi", "accessedAt": "2026-10-20" }, { "title": "Vapi — official website", "url": "https://vapi.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "verdex", "name": "Verdex", "category": "insurance", "categoryName": "Insurance", "url": "https://superficialanalysis.com/analysis/insurance/verdex", "markdownUrl": "https://superficialanalysis.com/analysis/insurance/verdex.md", "website": "https://www.verdexai.com/", "description": "Verdex uses data sources such as satellite imagery to help insurers verify claims, including applications in agricultural insurance.", "tagline": "AI verification for insurance claims", "audience": "Insurance carriers and claims verification teams", "useCases": [ "Claim verification", "Satellite data analysis", "Agricultural insurance" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2025", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/verdex" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/verdex" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "2", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/verdex" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Claim verification; Satellite data analysis; Agricultural insurance", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/verdex" ] } }, "sources": [ { "title": "Verdex — company directory profile", "url": "https://www.ycombinator.com/companies/verdex", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested. The official website did not return usable product content during this crawl; the public company directory profile is the source for this entry. Confirm current availability directly with the company." }, { "slug": "vooma", "name": "Vooma", "category": "logistics", "categoryName": "Logistics & Freight", "url": "https://superficialanalysis.com/analysis/logistics/vooma", "markdownUrl": "https://superficialanalysis.com/analysis/logistics/vooma.md", "website": "https://www.vooma.ai", "description": "Vooma automates manual logistics work, including communication and operational tasks, so freight teams can spend less time moving information between systems.", "tagline": "AI agents for logistics workflows", "audience": "Freight brokers, carriers, and logistics operations teams", "useCases": [ "Logistics automation", "Operational communication", "Workflow execution" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [], "facts": { "founded": { "value": "2022", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/vooma" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "San Francisco", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/vooma" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "40", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/vooma" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Logistics automation; Operational communication; Workflow execution", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/vooma", "https://www.vooma.ai" ] } }, "sources": [ { "title": "Vooma — company directory profile", "url": "https://www.ycombinator.com/companies/vooma", "accessedAt": "2026-10-20" }, { "title": "Vooma — official website", "url": "https://www.vooma.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." }, { "slug": "yuma-ai", "name": "Yuma AI", "category": "customer-support", "categoryName": "Customer Support", "url": "https://superficialanalysis.com/analysis/customer-support/yuma-ai", "markdownUrl": "https://superficialanalysis.com/analysis/customer-support/yuma-ai.md", "website": "https://yuma.ai", "description": "Yuma AI automates ecommerce support through AI agents that work with help desks and storefront systems to handle customer requests and support workflows.", "tagline": "Customer support agents for ecommerce", "audience": "Ecommerce brands and Shopify merchants", "useCases": [ "Support ticket handling", "Order support", "Help desk automation" ], "reviewedAt": "2026-10-20", "historicalSnapshot": null, "pricing": null, "integrations": [ { "group": "Help desks (company-stated)", "items": [ "Zendesk", "Kustomer", "Gorgias" ] }, { "group": "Commerce (company-stated)", "items": [ "Shopify" ] } ], "facts": { "founded": { "value": "2023", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/yuma" ], "note": "Company-reported in public directory profile" }, "hq": { "value": "Boston", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/yuma" ], "note": "Company-reported in public directory profile" }, "headcount": { "value": "26", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/yuma" ], "note": "Company-reported in public directory profile" }, "focus": { "value": "Support ticket handling; Order support; Help desk automation", "provenance": "vendor-claimed", "sources": [ "https://www.ycombinator.com/companies/yuma", "https://yuma.ai" ] } }, "sources": [ { "title": "Yuma AI — company directory profile", "url": "https://www.ycombinator.com/companies/yuma", "accessedAt": "2026-10-20" }, { "title": "Yuma AI — official website", "url": "https://yuma.ai", "accessedAt": "2026-10-20" } ], "researchNote": "This profile uses public sources only. Product descriptions and company details are company-reported, not independently tested." } ] }