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Entity Clarity
Can an AI system identify your organisation without ambiguity?
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Answer engine optimisation makes your business discoverable, understandable and citable by the AI systems your buyers now ask first — ChatGPT, Perplexity, Gemini and Google AI Overviews.
Audits from $1,500 · Retainers from $3,000/mo · Fee credited
Prompt
“Best employment law firm in Manchester?”
Cited sources
Protocol diff
They share a technical foundation. The work above it is not the same job.
Scoring model v1.0
100 points, five dimensions, every check objectively verifiable. Weights published so the score is defensible rather than arbitrary.
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Can an AI system identify your organisation without ambiguity?
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Can crawlers reach, parse and extract your content?
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Is your entity consistently associated with a definable subject?
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Do independent sources confirm what your site claims?
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Are you actually being cited today?
Engagement spec
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$1,500
one-off
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$3,000
per month
Query log
No, and be sceptical of anyone who says otherwise. AI systems retrieve and synthesise rather than rank, and outputs are non-deterministic — the same prompt returns different sources on different days. What can be influenced is the probability of citation, measured as citation share against a fixed prompt set.
SEO optimises for ranking a page in a list of results. AEO optimises for being retrieved and cited inside a synthesised answer. Ranking depends largely on relevance and links; citation depends on entity clarity, extractability and external corroboration. They share a technical foundation — a site an assistant can’t crawl can’t be cited either — but the work above that foundation is different.
Technical and entity fixes can register within weeks. External corroboration — third-party citations, directory consistency, editorial mentions — takes three to six months to compound, because it depends on sources you don’t control. Most clients see measurable movement in citation share between months three and six.
Honestly, and with stated limits. AI-referred traffic is under-reported by every analytics platform, so we don’t lean on it. Our primary metric is citation share — the percentage of a fixed 30-prompt set where you’re named, tested monthly across four systems and logged with screenshots. We also track branded search volume as a lagging indicator of AI-driven awareness. Where we can’t prove causation, we say so.
No. Technical SEO is the foundation AEO sits on, and traditional search still drives the majority of discovery for most B2B companies. The change is that optimising only for ranking now leaves half the opportunity unaddressed.
We run a 30-prompt test across ChatGPT, Perplexity, Gemini and Google AI Overviews, and show you exactly where you’re cited — and who’s recommended instead.
45 minutes · No proposal on the call · Held in your time zone