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Normalize to structured data

Messy text → clean vehicle record.

Convert noisy strings into structured vehicle fields (make/model/trim/year/etc.) with traceable decisions.

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Best for

Common places this service fits well.

  • Search
  • De-duplication
  • Analytics
  • Exports

Inputs

What you provide.

  • Raw text (OCR or user input)
  • Optional: locale/market

Outputs

What you get back.

  • Structured vehicle object
  • Field-level confidence
  • Source trace (what influenced what)

Try normalize

Send a noisy vehicle description text and see normalized fields.

Limited demo. For higher volume and auth, sign up and use your API key.

Output
JSON viewer and cURL you can copy.
// Run the demo to see a live
// JSON response here.
// For full docs, sign up and
// open the API reference.

Part of a pipeline?

Structured vehicle data is the clean input that valuation and search depend on.

  1. Photo input
  2. 1OCR
  3. 2Normalize
  4. 3Valuation
Learn about pipelines
Explore

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Most teams start with one capability, then add the ones that remove friction next.

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