Guides
Get your parts recommended by AI assistants
How to make parts and compatible products readable by ChatGPT, Perplexity, Claude and Google, so they can confirm fit and recommend your listing, and how to cut wrong-fit returns along the way.
Start hereHow do I make my parts listings show up in ChatGPT and other AI assistants?The complete guide: what AI assistants need to read, trust and recommend a part, and how to check and fix your listings.Guides
- How do I get powersports parts recommended by ChatGPT and other AI assistants?What AI assistants need before they recommend powersports parts: fitment by year, make, model, trim, in fields they can read.
- How do I get marine parts recommended by ChatGPT and other AI assistants?What AI assistants need before they recommend marine parts: fitment by engine make, model, HP, serial range, in fields they can read.
- How do I get auto & truck parts recommended by ChatGPT and other AI assistants?What AI assistants need before they recommend auto & truck parts: fitment by year, make, model, engine, drivetrain, in fields they can read.
- How do I reduce “didn't fit” returns on parts and compatible products?How missing or wrong fitment and compatibility data causes returns, and a step-by-step way to fix it.
- How should I structure “works with” data so AI can answer “will this work with my model?”How to structure compatible-model lists for filters, ink, batteries, cases and chargers so AI assistants can answer compatibility questions.
- Why is my eBay Motors parts compatibility missing or not matching?Common causes of missing or rejected eBay Motors compatibility, and how clean fitment data fixes them.
- How should I structure fitment data in a Shopify parts store?How to store fitment on Shopify so store search, filters and AI assistants can all use it.
Explainers
See what AI assistants can read on your parts.
The free AI Readiness Check takes a product page URL or a CSV of up to 10 parts. You get a readiness score, fixes taken only from your own data, ready-to-paste JSON-LD, an improved CSV, a before-and-after AI answer test and an AI access check. No signup.
Whole catalog? Catalog cleanup fixes every SKU for you: $2–5 per SKU, one-time, $3,000 minimum. See pricing