Question → useful progress → answer
Ready when you are
What are you trying to find?
Ask about a vehicle, VIN, exact part, fitment, equivalent, or replacement. I’ll show what the catalog supports and what detail would make the answer exact.
OptiCat Catalog IntelligenceProduction proof of concept
Ask → understand → verify
See the catalog workflow, not just the answer.
The application translates a customer question into bounded catalog operations, pauses when identity is unclear, and shows only evidence returned by OptiCat.
Click a completed step for an LLM review and the exact redacted details passed and received.
The workflow will appear here
Watch interpretation, clarification judgment, API selection, catalog calls, and verification happen in order.
Verified output
No answer until the evidence is ready
The system will clarify, qualify, or abstain instead of filling gaps with a likely-sounding part.
Exact identity resolution Completeness is visible Failures cannot become “no”