OptiVis Labs
The product and research arm of OptiVis, an AI engineering firm in Sugar Land, Texas.
Products we build and run for real businesses, free tools anyone can use, and measurements published with their denominators.
Products
Systems in use, not concepts
Auto-parts ecommerce
Fitment Search Engine
Vehicle fitment search and catalog engine for Shopify auto-parts stores. Every part that fits, grouped by type, with live stock.
Live in productionLegal
LITIGATOR
Litigation document intelligence for a Texas personal injury practice. Checks every quote against its source, character for character.
Legal intake
PI ENGINE
Intake responder for personal injury firms, designed to answer new leads within a minute and hand off to a person.
In pilot with one Texas firm
Free tools
Useful before any sales call
Free tool
AI Shelf Check
Enter a store address and see whether AI shopping answers can read and cite its products, with the exact fix for each finding.
Free, no sign up
Research
Measured, with the limits stated
Measurement
ChatGPT referrals at an auto-parts store, Q3 2026
12.6% conversion from ChatGPT referrals (19 orders from 151 sessions) against 1.9% from Google search (76 orders from 3,988 sessions), with the limits stated.
Method
How AI Shelf Check measures readiness
Every check, its weight, and the published sources behind it.