Modular building blocks

Vehicle image processing services built to run standalone or in configurable workflows.

Vehicore is not a single “car recognition” endpoint. It is a modular platform for privacy-sensitive vehicle photo processing, where each service can be called on its own or combined into a pipeline that returns structured JSON for downstream systems.

Catalog

Services grouped by how teams actually build workflows

Most integrations begin with one endpoint, then expand into a workflow once more steps need to be chained together.

Extraction & recognition

Turn vehicle photos into readable fields and context.

OCR

Read what’s on the car, not what the camera wished it saw.

Extract text from photos (dash, documents, stickers, part numbers, plates/VIN) with layout-aware results.

Car Side Recognition

Know which side you’re looking at, and where the car actually is.

Classify the vehicle side/orientation and return stable geometry for downstream tasks (cropping, alignment, QA).

Image Classification (CLIP)

Tag what’s in the image with flexible, label-aware search.

Classify images using CLIP-style embeddings with support for custom labels and URL-based inputs.

Privacy & review

Prepare privacy-sensitive imagery for downstream use and human review.

Anonymization

Remove plates and faces without breaking your workflows.

Blur or mask plates, faces, or everything sensitive in the frame, returning anonymized imagery or JSON.

Damage recognition

Turn “looks fine” into measurable findings.

Detect and highlight visible damage areas, returning locations and severity signals you can review.

Structured outputs

Convert raw findings into platform-ready vehicle records and decisions.

Normalize to structured data

Messy text → clean vehicle record.

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

Market valuation

Price with context, not vibes.

Estimate value and show a market average/range based on comparable vehicles (as available).

Claim Standardization

Turn messy claim artifacts into one structured record.

Ingest photos and documents from a claim and standardize them into a single, reviewable claim object.

Need the platform view, not just the endpoint list?

See how services chain together into privacy-first workflows for insurance, auctions, marketplaces, and fleet operations.