Resolve OEM parts with deterministic precision
Stop losing margin to wrong cross-references. Enter a VIN and a free-text part name — get the exact factory part: original OE, supersessions, and verified analogs.
The high cost of ambiguous cross-references
Traditional catalogs rely on manual year/make/model drill-downs and unverified aftermarket mappings — which means wrong orders and margin-killing returns.
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Manual YMM drill-down
Navigating five levels of dropdowns for every single part.
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Fuzzy aftermarket match
Guessing between a dozen generic equivalents with vague fitment notes.
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Wrong part returned
It doesn't fit the chassis. You eat the shipping, the time, and the trust.
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One-shot deterministic query
Enter a VIN and part text. The engine targets the exact factory assembly.
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Hierarchical resolution
Original OE, factory supersessions, and verified high-confidence analogs — in one response.
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Sale secured
The right part, the first time. No ambiguity, no fitment returns.
From raw input to verified fitment
Three steps, no manual filtering. You bring the VIN and the part name — the engine does the rest.
1. Input parsing
Send a VIN (or license plate) and an unstructured part name. No year, make, or engine filters to maintain — we handle the noise.
2. Deterministic matching
The engine cross-validates the chassis against global OEM schemas and factory catalogs — automatically, without manual filtering.
3. Hierarchical output
Receive a structured result: the exact OE number, its chronological supersessions, and verified analogs — over Web or API.
Built for scale
Engineering-grade resolution designed to drop into your CRM, ERP, or warehouse workflow.
Asynchronous resolution
Submit a query and receive structured OEM data through an async pipeline built for batch and high-volume workloads — no blocking, no manual filtering.
Global & RTL-ready
Free-text part names in Latin, Cyrillic, Hebrew, and Arabic — with strict bidi-safe part numbers that never break.
Developer-first REST API
Drop-in integration for your warehouse software, with async webhooks for batch jobs.
VIN + plate decoding
No 17-character VIN on hand? Send a regional license plate — our pre-processing layer resolves it to the underlying chassis identifier.
"value": "AB-123-CD",
"region": "EU"
Designed for high-volume operations
Wherever a wrong part number costs you a return, the engine pays for itself.
Parts brokers
Run high-volume cross-reference lists without manual drill-downs — and cut mismatches before they turn into returns.
Independent garages
Decode a plate or VIN at the counter and order the exact part. No guessing, no callbacks.
ERP & distributors
Drop deterministic OEM resolution into your backend over REST, with async webhooks for daily batches.
Pay per lookup, not per seat
You're billed for results you can act on. Failed queries with zero confidence are never charged.
Pilot
Evaluate the API and dashboard on your own data before committing.
Freeduring early access
Request pilot- Full REST API access
- Plate & VIN decoding
- Web dashboard
Pro
For active garages and mid-sized brokers running daily volume.
Usage-basedpay per successful lookup
Request access- Everything in Pilot
- Priority webhooks
- Priority support
- Volume discounts
Enterprise
Volume pricing and dedicated capacity for large ERP networks.
Customnegotiated by volume
Contact sales- Negotiated rate limits
- Dedicated capacity
- Custom data pipelines
Frequently asked questions
We aggregate proprietary manufacturer catalogs, factory supersession chains, and high-confidence aftermarket datasets. We do not disclose individual data vendors.
Queries that return zero matches, or confidence below our minimum threshold, are never billed. You only pay for results you can act on.
Yes. You can submit a VIN directly, or a regional license plate that we resolve to the underlying chassis. We support major regional plate formats and keep expanding coverage.
Rate limits depend on your plan. Enterprise offers dedicated capacity with negotiated limits. Reach out and we will size it to your volume.
End fitment guesswork
Join the early-access program and put deterministic OEM resolution to work on your own catalog.