Three layers of intelligence, applied in sequence
Over 1,100 manufacturer variants resolved to 270+ canonical forms. Rule-based model normalization with 13-step pipeline.
15,000+ model specifications across agriculture, construction, forestry, marine, powersports, truck, trailer, RV, cranes, compaction, paving, and aggregate. Factory specs auto-populate from make, model, and year — for both new and used inventory.
JD 8R 310 (2022) →
Proprietary extraction engine reads free-text descriptions and extracts 220+ potential structured fields across 14 category-specific schemas. Validated on 400+ real listings with zero errors.
"710 hrs, MFWD, deluxe cab..."
Progressive enhancement for every listing
See what’s missing
Listing Quality Score reveals gaps in your data. Know exactly which fields are missing, how they impact searchability, and what to add for maximum visibility.
Fill the gaps
Three-layer enrichment creates up to 25 additional structured fields per listing, depending on description depth and OEM spec coverage. Normalization, OEM specs, and intelligent text extraction — all in one call.
Generate search-ready content
SEO-optimized descriptions, Schema.org markup, and meta tags generated from your structured data. Every listing becomes a search magnet.
Each category has its own extraction schema with custom field definitions, scoring weights, and terminology recognition, tested against real dealer and auction listings.
226
unique extraction fields across all categories
1,100+
manufacturer name and model variant mappings
15,000+
OEM model specifications in our lookup database
Choose the integration path that fits your team
For platforms and engineering teams
Single async POST on listing save. Returns structured fields, quality score, and optional SEO content in under 3 seconds. The full Score + Enrich + Optimize suite via one endpoint. Your data never leaves your platform.
Best for
CMS platforms, cooperative networks, marketplaces
For auction houses and regular catalog publishers
Submit auction catalogs or inventory files on your schedule — weekly, bi-weekly, monthly. Receive enriched data with quality scores, structured fields, and optional SEO content. Quality report included with every batch.
Best for
Auction houses, consignment sales, weekly/bi-weekly catalog publishers, aggregator platforms
For data cleanup and evaluation
Send us a file of your listings. Receive enriched data with quality scores, structured fields, and a detailed quality report showing before/after field coverage. Optional SEO-optimized descriptions available. Perfect for evaluating the full suite before ongoing integration.
Best for
Historical data cleanup, archive enrichment, pilot evaluations, one-time data projects
Volume-based pricing. Contact us for a custom quote.
Try the live demo with any equipment listing description.
Try Live Demo