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A new approach

AI finds parts for you

Describe what you need in plain language — we search our supplier catalogs, Vehicle Databases and eBay. One dialog instead of a dozen tabs.

Try it live

AI chat for part lookup

Describe the task, share a part number or VIN — we identify the vehicle by VIN via partner services and match suitable parts with prices from the catalog.

Connecting…

Hi! Describe the part in words, or send a VIN or part number. Name a part and I'll ask for the VIN, then match the exact part with prices; with a VIN I'll identify your vehicle via partner services.

For example:
Under the hood

Three sources working in parallel

The AI queries them simultaneously and merges results into a single answer. You see availability, prices and delivery times in one place.

Our suppliers

Direct price lists from 100+ distributors across the USA. Real stock levels and lead times in one click.

Vehicle Databases

VIN decoder and OEM cross-reference database: identifies the vehicle by VIN and matches original parts and analogues.

eBay Browse API

Global marketplace of new and used parts — for rare items, OEM and original parts from abroad.

Roadmap

Where we are now

We share openly what's done, what's in progress, and what's coming.

  1. Offers catalog + price imports

    Done

    Local offers database, regular supplier price-list imports, search by article number and brand.

  2. Bilingual UI (EN/ES)

    Done

    URL-based locale routing, SSR pre-resolve, language switch without cookie auto-redirect.

  3. Normalizer: rules engine

    Done

    Parses free-text queries into VIN / article number / brand via regex and alias dictionaries.

  4. AI chat on the home page (MVP)

    Done

    Conversational AI chat with request normalisation via rules + Claude. SockJS streaming, available to anonymous users.

  5. Normalizer: LLM layer (Ollama)

    In progress

    Local LLM for free-form phrases that rules don't catch.

  6. Search aggregator: local + eBay

    In progress

    Parallel fan-out search across the local catalog and the eBay Browse API. Local search is live; the eBay connector is built and awaiting eBay test (sandbox) API access.

  7. Vehicle Databases integration

    In progress

    Vehicle Databases as an external data source: VIN decoder, OEM cross-references and a used-parts catalog. Shipped to production; switches on once the API key is configured.

  8. AI chat: real-time dialog

    In progress

    Claude as fallback to Ollama. Conversational interface with follow-up questions and context retention.

  9. Personalization

    Future

    Recommendations based on the customer's order history — prioritizing suppliers, brands and logistics.

MileParts is a B2B marketplace where businesses buy OEM and aftermarket auto parts at wholesale prices. Search by part number, VIN, or vehicle, compare offers from vetted suppliers by price and delivery time, and order in a few clicks — with invoices, order history, and returns managed in your personal account.

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