AEO Diagnostic
See how AI recommends your product
Make your product show up when AI gets the question.
A premium diagnostic that scrapes product pages, ranks competitors with GPT-4.1, and shows what to fix to win more AI recommendations.
Scrape
Live product pages
Rank
GPT-4.1 recommendation model
Improve
Visibility suggestions
Demo preview
Visibility dashboard
Top result
MuscleFuel Whey Protein
Ranked on trust, price, and beginner-friendliness.
Competitive gap
Medium
Needs stronger social proof and clearer positioning.
Ranked
#2
Trust
High
Fit
Strong
01
Scrape
Pull titles, descriptions, features, pricing, and trust signals from live pages.
02
Rank
Ask GPT-4.1 to score each product against the customer question.
03
Refine
Use the report to improve AI visibility and competitive strength.
Why it matters
Know what AI says before your customers do.
This system turns raw website data into a structured comparison so you can see how AI interprets your product, what it trusts, and what needs improvement.
AI ranking engine
Turn product URLs into structured profiles and score them against a customer search query.
Competitive context
Compare features, trust signals, and pricing clarity across every competitor in one view.
Actionable recommendations
See exactly what to improve so AI systems are more likely to recommend your product.