As customers increasingly use AI systems to research providers, compare options and ask questions about their market, organisations need to understand whether they are visible and accurately represented.
Adapt Practice assesses how your organisation appears across major AI-assisted search and answer platforms, which may include ChatGPT, Perplexity, Gemini and Google AI Overviews.
The audit identifies gaps in visibility, accuracy, technical access, content clarity and external authority, then provides a prioritised roadmap for improvement.
Customers increasingly use conversational AI and AI-assisted search to identify providers, compare organisations, ask for recommendations, understand services, evaluate alternatives and gather background information before making contact. If an organisation's presence in that environment is thin, inconsistent or hard to interpret, it can be overlooked in decisions it never has the chance to influence.
Risk 01
The organisation may not appear when users ask relevant category or comparison questions.
Risk 02
AI systems may rely on stale, incomplete or inconsistent information found elsewhere online.
Risk 03
Weak organisational identity signals may cause services, locations or claims to be conflated with another provider.
Risk 04
Important information may exist on the website but be buried in promotional language or technically difficult to extract.
Risk 05
Crawler restrictions, JavaScript rendering or poor site architecture may prevent relevant content from being reached at all.
No single factor determines whether an AI platform names or cites a business — visibility is shaped by many signals together, and the audit is designed to identify which of them are working against your organisation.
Illustrative example — not client data
The audit begins by documenting what major AI systems currently say about your organisation. Adapt Practice runs a defined set of relevant prompts across the agreed platforms, which may include ChatGPT, Perplexity, Gemini and Google AI Overviews depending on relevance, availability and your priorities.
Example prompt categories
What the answers reveal
AI-generated responses are non-deterministic and may vary by platform, location, account, prompt wording and date. The baseline is a structured evidence sample rather than a promise of identical results for every user.
Deliverable 01
The lasting artefact from the engagement — typically around 20–30 pages depending on scope, though the emphasis is on the evidence, findings, scorecard and recommendations rather than document length.
Deliverable 02
A practical sequence of recommendations, weighed by likely effort and impact rather than presented as an undifferentiated technical list.
Deliverable 03
The decision-making session — where findings are presented, questions are answered and next steps are agreed with the relevant leaders or teams.
Current visibility, descriptions, comparisons, recommendations and factual accuracy across the agreed AI platforms.
Whether the organisation is represented coherently across its own website and important external profiles.
Organization structured data and appropriate sameAs referencesWhether important information is technically and semantically presented in a way that machines can interpret. This may include structured data, alignment between structured data and visible page content, page architecture, canonicalisation, metadata, and clear service and organisation relationships. Structured data can improve clarity — it does not guarantee AI visibility, and recommendations avoid adding schema simply because it exists.
Whether an AI system can lift a clear, accurate answer from the website — answer-first structure, clear definitions, question-shaped headings, concise factual statements, service descriptions, tables and comparisons, and claims supported by context rather than buried in vague marketing language. Persuasive human-facing copy is preserved; important facts are simply made easier to find and understand.
Whether relevant automated systems can technically reach the content — robots.txt, crawler directives, indexing controls, JavaScript-dependent content, orphaned pages, internal linking and duplication issues. The audit identifies the organisation's current configuration and the trade-offs involved, rather than recommending that every crawler always be allowed.
Whether the organisation is supported by credible references outside its own website — relevant directories, professional bodies, industry associations, trade coverage, trusted third-party mentions, reviews, partner references and expert contributions. The audit does not recommend manufacturing reviews, artificial citations, spam links or fabricated community activity.
Which competitors appear for relevant category and comparison prompts, and plausible reasons they may be more visible or clearly represented — clearer service pages, stronger third-party references, better-known entities, more consistent organisational information or a broader authority footprint. These are observations from the agreed prompt sample, not a stable measurement of market share.
See how these findings are organised in the illustrative audit scorecard.
Illustrative audit framework — not client data
| Audit area | Assessment | What this indicates |
|---|---|---|
| AI-answer visibility | Significant Gap | The organisation rarely appears in the agreed prompt sample. |
| Representation accuracy | Developing | Some information is accurate; other details appear stale or incomplete. |
| Organisational identity | Strong | Name, contact details and descriptions are consistent across key sources. |
| Machine-readability | Significant Gap | Structured data is missing or misaligned with the visible page content. |
| Content extractability | Developing | Key facts exist but are embedded in promotional rather than answer-first text. |
| Crawlability | Strong | Priority pages are technically reachable by the crawlers assessed. |
| External authority | Not Assessed | Outside the agreed scope for this illustrative example. |
| Competitive position | Developing | Two competitors appear more consistently across the prompt sample. |
Ratings describe how clearly and consistently information is presented and supported. They are not numerical scores, weights or a proprietary formula, and they are not a prediction of how any AI system will respond to any individual query.
Every recommendation is prioritised using expected impact, effort, dependency, urgency and organisational ownership. The purpose of the roadmap is not to create a long technical wish list — it is to show which actions are likely to matter most, what they require and how they should be sequenced.
These are illustrative examples of the type of action a roadmap might contain. Not every organisation will require every action, and the actual roadmap is built around your audit findings.
Illustrative prioritisation framework
AI-generated answers are dynamic, non-deterministic and controlled by third-party platforms. Adapt Practice does not offer guaranteed AI rankings or guaranteed citations.
Agree the organisation, markets, service categories, competitors, locations, platforms and priority questions to assess.
Run the agreed prompt battery, review the website and supporting sources, and document relevant technical, content, identity and authority findings.
Prepare the written audit, scorecard and prioritised recommendations.
Present the findings in a 90-minute session and agree the most practical next steps.
The delivery timetable is confirmed after scope, based on the size of the organisation, number of markets and depth of competitor analysis.
The full AI Visibility & Representation Audit starts from £2,500. Final pricing is confirmed after an initial scope discussion and depends on the agreed markets, service categories, competitors, platforms, prompts and languages.
Implementation support does not include public relations, link buying or guaranteed media placement, and periodic monitoring provides directional evidence rather than scientifically controlled, perfectly comparable ranking data.
From £2,500
The final fee depends on the number of markets, service categories, competitors, platforms, prompts and languages included in the assessment.
Every engagement begins with a short scope discussion. Adapt Practice will then confirm the audit coverage, deliverables, timetable and fixed fee before any work begins.
There is no obligation to proceed following the initial scope discussion.
The standard engagement includes
The service is most useful where the organisation already has an established website, a defined service category and sufficient online presence to assess meaningfully.
There is overlap with technical SEO, structured data, content and authority, but the audit focuses specifically on how an organisation is understood and represented across AI-assisted discovery environments, rather than traditional search rankings alone.
No. No credible provider can guarantee inclusion or a fixed position in generated answers. The audit is designed to identify and improve the factors associated with clearer visibility and representation, not to promise a specific outcome.
The agreed scope may include ChatGPT, Perplexity, Gemini and Google AI Overviews, depending on relevance, availability and your priorities. Not every audit covers every platform.
No. Responses vary by platform, date, prompt wording, account, location and model behaviour. The baseline is a structured evidence sample, not a permanent or universal measurement.
Implementation can be scoped separately as done-with-you or done-for-you support once the roadmap is agreed.
No. Structured data can improve clarity and machine interpretation, but it is one part of a wider evidence environment and does not guarantee inclusion in AI-generated answers.
They are agreed during scope, based on the organisation's market, services, audiences, locations and the real questions customers are likely to ask.
Change is precisely why periodic remeasurement can be useful. It provides directional evidence of how representation is shifting over time, rather than a permanent or scientifically controlled ranking measurement.
Start with a short conversation about your market, website, competitors and the questions your customers are likely to ask. Adapt Practice will confirm whether the audit is suitable and outline an appropriate scope.