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DriveLens AI is a professionally developed, privacy-first vehicle marketplace foundation designed for automotive dealers, marketplace operators and mobility startups. The responsive customer experience combines searchable Canadian vehicle inventory, explainable matching, shortlisting, side-by-side comparisons, educational finance planning and private test-drive preparation with a separate administration concept.IMPORTANT DEMONSTRATION DISCLOSUREThis is a pre-revenue application foundation, not an operating dealership or revenue-generating business. All vehicle makes, models, prices, mileage, inspection scores, branches, finance examples, test-drive plans and administrative records are fictional synthetic demonstration data. No real vehicle sale, reservation, payment, financing application or dealership appointment is processed.KEY FEATURES• Responsive vehicle catalogue with natural-language search, filters and sorting• Twelve polished fictional vehicle records with original illustrations and detail pages• Explainable Smart Match scoring based on budget, body style, fuel, seating and buyer priorities• Optional privacy-conscious photo similarity workflow that analyses visible attributes only• Saved vehicles and three-way comparison stored privately in the browser• Educational finance and monthly ownership-cost planner• Browser-local test-drive planning without collecting identity or credit data• Synthetic admin dashboard for inventory, availability, branches and test-drive operations• Progressive Web App support, service worker and responsive accessibility-focused interface• API health and catalogue endpoints, automated checks, documentation and security headersTECHNOLOGY STACKVanilla HTML, CSS and JavaScript; Node.js 24; Vercel static hosting and serverless Functions; browser-local storage; PWA manifest and service worker; optional Google Gemini vehicle-image matching. The base experience has no external npm runtime dependencies and operates without the optional AI service.TARGET CUSTOMERSIndependent dealerships, automotive dealer groups, vehicle marketplace startups, fleet remarketing businesses, mobility platforms, auto-sales agencies and developers seeking a polished marketplace accelerator.MONETIZATION OPPORTUNITIESDealer subscriptions, paid inventory plans, featured placements, buyer lead fees, transaction commissions, premium comparison or alert tools, white-label licensing, financing or insurance referral partnerships and managed marketplace services.CURRENT OPERATING COSTSThe demonstration can operate at approximately $0 on applicable free hosting allowances. Production costs will depend on traffic, database and storage usage, email or SMS volume, observability and optional AI requests. No verified revenue exists.CURRENT DEVELOPMENT STAGEPolished, deployed and documented pre-production application foundation. The customer and administration concepts are complete enough for demonstration, buyer evaluation and further development, but the product is not production-ready for real automotive transactions.WHAT THE BUYER RECEIVESThe GitHub source repository, responsive customer and admin application, original interface assets and vehicle illustrations, static catalogue and routes, serverless API functions, PWA configuration, tests, build and verification scripts, technical documentation and deployment foundation. Repository transfer and production deployment access are subject to mutually agreed transfer procedures and the rights described in the repository documentation and NOTICE materials.PRODUCTION WORK STILL REQUIREDA buyer must implement and validate a durable production database; customer, seller and staff authentication; account recovery; server-enforced roles and record authorization; dealer/seller tenancy; verified inventory ingestion; VIN normalization; trusted title, lien, recall, inspection and vehicle-history providers; secure media storage, upload quarantine and moderation; transactional booking and availability; CRM, email and SMS notifications; payments and any regulated lender or financing integrations; consent, retention, export and deletion workflows; immutable audit logging; rate limiting; monitoring; backups and disaster recovery; threat modelling, penetration testing and legal, accessibility, privacy and consumer-protection review.The optional AI photo match requires server-side Google Gemini configuration. It is intentionally limited to visible vehicle attributes and must not be represented as verifying VIN, ownership, year, mileage, price, title, inspection or mechanical condition. No production database, authentication provider, email service, durable file storage, payment processor, CRM, vehicle-history provider or lender integration is currently connected.REASON FOR SELLINGThe seller is transferring a strong automotive marketplace foundation so a focused buyer can complete production integrations, commercialize it and launch it within a chosen market.HANDOVER AND SUPPORTThe sale includes repository and documentation transfer plus up to 14 calendar days of reasonable email-based setup and orientation support after transfer. New features, data migration, custom integrations, ongoing maintenance and extended support are available only under a separate written agreement.
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