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Download a working automation JSON
Can AI answer engines cite your site?
Outreach scripts that get replies
Find the 3 workflows costing you sleep
200+ prompts, ready to ship
12-month posting plan in 60 sec
Brand voice doc in 4 steps
Runway / Pika / Sora / Veo formats
You can't query a model's training data directly — but you can score the exact inputs that drive AI chat visibility: coverage, structure, identity, and authority. This grader scores those four in 90 seconds.
Answer 9 questions and get a 0-100 visibility score, a category-by-category breakdown, and a roadmap ordered by weakest signal first.
9 questions, one tap each.
Answers stay local. Email unlocks the roadmap.
Coverage, structure, identity, authority.
What we're scoring
Mentions on sites LLMs are trained on or retrieve from.
Schema, llms.txt, and machine-readable facts about your brand.
Same name, description, and facts everywhere you appear.
Original, specific content worth referencing over a competitor.
Where you might land
Little to no signal an AI system could pick up on.
Some pieces exist but they're not reinforcing each other.
A real, if inconsistent, footprint an AI system could surface.
Consistent identity, structure, and authority signals.
Why this grader exists
There's no dashboard that tells you your training-data presence, and any tool claiming to give you a live "ChatGPT score" is guessing. What actually moves the needle over time is measurable: third-party coverage, structured citations, a consistent identity, and content worth referencing.
I built this grader from the same four levers I work through on real AEO engagements. Each is weighted by how often it's the actual reason a brand stays invisible — not by guesswork.
If you score low, the roadmap tells you exactly what to fix first. If you score high, you're ahead of most competitors in your category.
Waseem, building from Bali · info@skynetjoe.com
Quick answers
No. There's no reliable, free way to query a live model's training data from a browser tool, and doing so would be a fabricated metric anyway. This grader scores the inputs that actually drive AI chat visibility over time — third-party coverage, structured data, identity consistency, and content authority — the same signals I audit on real AEO projects.
You can, and it's a reasonable spot-check. But a single chat response is a snapshot of one model, one prompt, one moment — it doesn't tell you what to fix. This grader gives you the underlying levers instead.
Your answers stay in your browser's localStorage. To unlock the full score and roadmap you enter an email — that goes to my CRM so I can follow up. No name or company required.
The AEO Audit scores whether AI crawlers can technically read and cite your site (schema, crawlability, content structure). This grader scores broader brand visibility signals — coverage, identity consistency, and authority — that shape whether a model would surface you at all, separate from any one page's technical readiness.