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
42%
CI 39–46 · n=648
Recommendation
25%
CI 22–29 · n=648
Citation rate
15%
CI 13–18 · n=648
Mention rate by provider
Share of voice vs competitors
How you surface
64% parametric · 36% retrieved
Retrieved is fixable now (content & citations); parametric is the model's trained memory.
Sentiment of mentions
+24 / ~251 / −0
Across 275 mentions.
Readiness — is your site built to be found
Hard To Find Whisky
Developing
47/82 pts
- —AI crawlers blocked: CCBot
- —Expected exactly one <h1>, found 0
- —No llms.txt (speculative signal)
- —Missing Organization schema
- —Missing Product schema
- —Missing BreadcrumbList schema
- —No FAQPage schema
- —No LocalBusiness/Store schema
- —No named Organization entity in structured data
- —No postal address in structured data
- —No telephone / contact point in structured data
- —No shipping/returns information page found
- —No product/shop pages detected
- —No current copyright year in footer
- —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
15 prioritised fixes
5 quick wins · ranked by impact
Work the retrieval lever now
A meaningful share of your mentions (36%) come from live retrieval — which means you can move this quickly. Retrieval responds to content and citations far faster than the models' trained memory.
- 1.Strengthen the pages AI is most likely to retrieve (your best category and product pages).
- 2.Earn links and citations from sources AI browses, so it finds and trusts you.
- 3.Re-measure in a few weeks — retrieval-driven gains show up fastest.
Allow AI crawlers in robots.txt
Your robots.txt blocks the crawlers the major assistants use to learn about the web. If they can't read your site, they can't cite or recommend you.
Unlock all 15 fixes — with copy-paste code.
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