60% Outcome (does AI recommend you) + 40% Readiness (is your site built for AI).
Outcome — does AI actually recommend you
Cross-provider AI visibility
simulated — add model keys for live measurement
Outcome
Mention rate
48%
CI 44–52 · n=648
Recommendation
29%
CI 26–33 · n=648
Citation rate
17%
CI 14–20 · n=648
Mention rate by provider
Share of voice vs competitors
How you surface
65% parametric · 35% retrieved
Retrieved is fixable now (content & citations); parametric is the model's trained memory.
Sentiment of mentions
+49 / ~264 / −0
Across 313 mentions.
Readiness — is your site built to be found
The Whisky Shop
Established
62/82 pts
- —Expected exactly one <h1>, found 0
- —No llms.txt (speculative signal)
- —Missing Product schema
- —Missing BreadcrumbList schema
- —No FAQPage schema
- —No LocalBusiness/Store schema
- —No postal address in structured data
- —No shipping/returns information page found
- —No OpenAPI spec (/openapi.json)
- —No AI plugin manifest (/.well-known/ai-plugin.json)
- —No link to API / developer docs
Remediation — how to fix it
10 prioritised fixes
3 quick wins · ranked by impact
Earn citations to enter the models' memory
Your mentions come almost entirely from the models' trained memory, and there's little live retrieval picking you up. The durable fix is becoming widely cited across the web — which wins retrieval now and, over training cycles, enters the models' memory.
- 1.Invest in digital PR — earn mentions on authoritative, high-traffic sites in your space.
- 2.Get into the roundups, reviews and reference pages AI trusts.
- 3.This is a compounding, months-long play — the earlier you start, the better.
Add Product structured data
Product schema tells AI exactly what you sell, at what price, and whether it's in stock — the facts it needs to recommend specific products.
Unlock all 10 fixes — with copy-paste code.
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