See exactly what the AI sees.
The real report, live — who AI names, cites and ranks. This is the Measure layer; Diagnose, Act and Prove are below.
Who AI recommends · share of voice · position · sentiment
| Brand | AI visibility | Engines | Sentiment | Position | Cited |
|---|---|---|---|---|---|
| CLIENT | 53% | ✦∿A◎ |
● positive | #1.8 | yes |
| 15%▼5 | ✦∿A◎ |
— | — | yes | |
| COMPETITOR | 7% | ✦∿A◎ |
— | — | yes |
| 0% | ✦∿A◎ |
— | — | no |
The domains AI quotes — and the questions it tests.
For every buying question in your category, Scout records which sources the engines cite and which prompts it ran. These are the domains winning the answers you're absent from — your shortlist of where to earn a mention.
Where AI sources its answers
Category prompts tested
- ·What are the best websites to compare international health insurance in 2026?
- ·How can I compare IPMI (international private medical insurance) quotes online?
- ·Best comparison tools for expat health insurance?
- ✓Which sites let me compare Cigna, Allianz and Bupa international health plans?
- ·Cheapest way to find international health insurance as an expat?
The exact blockers, scored — not a vague grade.
Every technical readiness check, pass or fail, with the fix spelled out. Absent things say "missing" — never a red failure for something merely unmeasured.
Agents prepare the work. You approve it.
GPTBot blocked at the CDN edge
Crawlers get 403 while browsers get 200. Fix the edge rule — restores readiness.
Publish the 8-country price benchmark
Original data you alone can publish. Cited assets, not opinion posts.
Answer "is IPMI worth it after 60?"
A question you lose in all four engines. Draft ready for review.
Growth is evidence, not faith.
We run this on our own sites, every week.
Including the bad numbers. Most of our own sites sit at 0–15%. Showing you that is the point.
A single day's audit of instlytechnologies.com found zero structured data, render-blocking fonts and JavaScript-only conversion paths. Same-day fixes moved AI Visibility 68 → 78 and Lighthouse mobile 69 → ~90 — the loop, run on ourselves, in public.
Separately, three of our own sites were returning 403 to GPTBot, ClaudeBot and PerplexityBot at the CDN edge while browsers got 200. Invisible to AI, and a robots.txt-only tool would never have caught it. Fixed — readiness went 80 → 95 on all three.
One site moved 15% → 5% in 24 hours with no changes. Which is exactly why a single score is worthless, and the trend is the product.