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 upFree tool
Fact Split
Paste a product page address and see whether its structured data, visible text and Shopify JSON state the same price, stock and identifiers. Raw strings shown, no score.
Free, no sign upFree tool
Span
Paste a sentence and a page address. Each clause is stamped as a verbatim span of the page, with its byte offset, or as not a verbatim span.
Free, no sign upFree tool
Falsify
Remove or replace the sentence that holds a fact and see whether a small model running in your browser still states it. Your text stays on your device.
Free, runs in your browser
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.
Which tools can I use now, and which require a quote or pilot discussion?
OptiVis Labs offers products at different stages. The Fitment Search Engine is in production and uses a quoted setup and monthly arrangement. LITIGATOR is litigation document intelligence, while PI ENGINE is in pilot with one firm. AI Shelf Check is free. Buyers should use the individual product page to distinguish an available tool from a pilot or a scoped deployment.
Fitment Search Engine · LITIGATOR · PI ENGINE · AI Shelf Check
Ownership
Operated by OptiVis LLC
OptiVis LLC, founded in 2024 by Abdullah Siddiqui in Sugar Land, Texas, runs four properties: OptiVis (AI engineering), OptiVis Marketing (small-business marketing), OptiVis Labs (products and research) and OptiVis Logistics (applies AI to trucking operations and recruits CDL-A drivers).