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
32%
CI 29–36 · n=648
Recommendation
20%
CI 17–23 · n=648
Citation rate
10%
CI 8–13 · n=648
Mention rate by provider
Share of voice vs competitors
How you surface
68% parametric · 32% retrieved
Retrieved is fixable now (content & citations); parametric is the model's trained memory.
Sentiment of mentions
+13 / ~195 / −0
Across 208 mentions.
Readiness — is your site built to be found
The Drink Shop
Developing
39/82 pts
- —Expected exactly one <h1>, found 2
- —No JSON-LD structured data found
- —Missing Organization schema
- —Missing Product schema
- —Missing BreadcrumbList schema
- —No FAQPage schema
- —No LocalBusiness/Store schema
- —No named Organization entity in structured data
- —No sameAs / social profile links (weak entity graph)
- —No postal address in structured data
- —No telephone / contact point in structured data
- —No About page found
- —No FAQ / help content found
- —No blog / guides / editorial content found
- —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
17 prioritised fixes
5 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 Organization structured data
AI builds a knowledge graph of who you are from structured data. Without an Organization block, assistants can't reliably identify your business as a distinct entity — so they're far less likely to name you.
Unlock all 17 fixes — with copy-paste code.
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