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Missing Model Detection
When a model is not in our database, it does not simply 404 and disappear. The miss is automatically captured, deduplicated, and prioritized for enrichment. Your coverage grows based on real customer demand — no spreadsheets or manual reporting needed.
What it does
Every API miss is automatically logged, deduplicated, and queued for enrichment. Your gaps close over time.
Example Request
GET Automatic on 404 Authorization: Bearer YOUR_API_KEY
How it works
- Your system looks up a model that is not yet indexed
- API returns 404 with queued: true — confirming the miss was logged
- The model is deduplicated against existing misses and prioritized by demand
- Junk inputs are filtered out automatically (test, N/A, pure-numeric, etc.)
- Admin reviews and enriches high-priority models from the queue
Why it matters
- Turns failed lookups into structured product intelligence demand
- Coverage improves automatically based on what your customers actually need
- Eliminates manual gap-tracking spreadsheets and support tickets
- Priority scoring ensures the most-requested models are enriched first
- Garbage inputs are filtered before they pollute the enrichment queue
Who uses it
- Automatic gap tracking
- Coverage growth
- No manual reporting
Current availability
Missing Model Detection is live and automatic. Every API miss is logged with deduplication, demand counting, source tracking, and junk filtering. Priority scoring uses request frequency, unique customer count, and brand recognition.
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Model Normalization
Fix messy brand and model strings from real-world CRM data before they hit your database.
Start using this feature
Join the waitlist for API access. Launching Spring 2026.