Citability audit across AI assistants
We test ChatGPT, Perplexity and Google AI Overviews for your trade and London boroughs to establish your baseline: whether your firm is cited, ignored or mentioned but misrepresented in AI-generated answers.
When a London homeowner asks an AI assistant which builder or plumber to call, someone gets cited. We work to make that someone your firm.
A growing number of London homeowners ask ChatGPT, Perplexity or Google AI Overviews who to call for a trade before they ever open a search results page. AI visibility, also called GEO or AEO, structures your business information so those assistants cite your firm as a trusted answer for your trade and your London boroughs. It is the new layer of local visibility: firms whose data is clear, consistent and citable get recommended; those whose data is thin or fragmented do not appear in that answer at all, regardless of how good their Google rankings are. With very few London trades businesses working this channel yet, establishing your citability now creates a first-mover position that compounds in the same way organic search rankings did a decade ago.
{"@context": "https://schema.org","@type": "LocalBusiness","name": "London Lock & Key 24h","@type": "Locksmith","areaServed": "London","priceRange": "££","hasOfferCatalog": {"@type": "OfferCatalog","name": "Emergency callout"},"aggregateRating": {"@type": "AggregateRating","ratingValue": 4.9,"reviewCount": 217},"inLanguage": "en-GB","address": {"addressLocality": "London","addressCountry": "GB"}}londonlockandkey.co.uk › emergency-callout
London Lock & Key 24h
How much does an emergency locksmith callout cost in London?
Callouts start from £95, including a standard cylinder replacement in Camden and Central London.

We test ChatGPT, Perplexity and Google AI Overviews for your trade and London boroughs to establish your baseline: whether your firm is cited, ignored or mentioned but misrepresented in AI-generated answers.
We implement and validate schema markup that communicates your business category, services, London boroughs and specialist experience, such as Gas Safe registration or conservation-area work, in a format AI assistants can interpret and cite accurately.
We create content that directly answers the questions a London homeowner would ask an AI about your trade: what to expect from a loft conversion in Islington, which regulatory approvals a rear extension in a conservation area requires, or how Gas Safe certification works.
We align your website, Google Business Profile, trade directories and any other sources so AI assistants encounter one clear, consistent version of your business rather than conflicting information that leads to omission or misrepresentation.
We re-test your citability in the major AI assistants monthly and adjust schema, content and signal consistency in response to changes in how those assistants index and weight local business information.
Very few London trades businesses have worked AI visibility. Establishing your structured data and AEO content now creates a citation presence that becomes progressively harder for late-entrant competitors to displace.
AI assistants give direct answers and recommend specific businesses. If your information is not structured for them, you simply do not appear in those answers, however highly you rank in conventional search.
Very few construction and trades businesses in London are working their AI visibility. Those that structure their data now establish themselves as citable sources before the channel becomes as competitive as Google's local pack.
Structured data, content that answers real customer questions and a consistent business profile across all sources are what cause an AI assistant to select your firm as a recommended answer rather than a competitor.
Around 17% of London properties sit in a conservation area, generating a high volume of specialist queries to AI assistants about planning consent, listed-building rules and period-property renovation. Firms that document their expertise in this area are well-positioned to capture AI-generated recommendations for those high-value jobs.
Source: Historic England, Heritage Counts
We query ChatGPT, Perplexity, Google AI Overviews and other relevant assistants with the exact questions a London homeowner would ask about your trade and borough, recording whether you appear, how you are described and who is currently being cited instead.
We implement LocalBusiness, Service and relevant additional schema types on your website, validated against schema.org definitions, so AI assistants can read your business information in an unambiguous machine-readable format.
We write content that answers the specific questions AI assistants surface about your trade in London: process questions, regulatory questions, cost-range questions and specialist questions about period-property or conservation work.
We audit and align your business information across your website, Google Business Profile, Companies House record, trade-body directories and other sources so AI assistants draw from a single coherent picture of your business.
AI assistant indexes update continuously. We monitor your citability monthly and adjust content, schema and signal consistency in response to changes, maintaining your position as a cited source over time.

We mark up your business, services and London boroughs with schema so AI assistants can understand and cite your information accurately.
We create content that directly answers the questions a London homeowner would ask an AI about your trade, such as conservation-area planning, Gas Safe requirements or period-property extensions.
We align your website, profile and directories so AI assistants have one clear, consistent version of your business to reference.
We test whether ChatGPT, Perplexity and Google AI Overviews cite your firm for your trade and boroughs, and adjust to improve your appearance in those answers.
We act early and build a structured citation presence before the majority of London competitors begin working this channel, creating a lead that compounds over time.
Citability audit report showing current AI assistant citations for your trade and London boroughs
LocalBusiness and service schema implemented and validated on your website
AEO content targeting the questions London homeowners ask AI assistants about your trade
Cross-source signal consistency report and corrections across your key online presences
Monthly citability re-testing across ChatGPT, Perplexity and Google AI Overviews
Monthly report on citability changes and the content and schema adjustments made in response
Conservation and period-property expertise documentation where applicable to your trade

{"@context": "https://schema.org","@type": "LocalBusiness","name": "London Lock & Key 24h","@type": "Locksmith","areaServed": "London","priceRange": "££","hasOfferCatalog": {"@type": "OfferCatalog","name": "Emergency callout"},"aggregateRating": {"@type": "AggregateRating","ratingValue": 4.9,"reviewCount": 217},"inLanguage": "en-GB","address": {"addressLocality": "London","addressCountry": "GB"}}londonlockandkey.co.uk › emergency-callout
London Lock & Key 24h
How much does an emergency locksmith callout cost in London?
Callouts start from £95, including a standard cylinder replacement in Camden and Central London.
{"@context": "https://schema.org","@type": "LocalBusiness","name": "London Lock & Key 24h","@type": "Locksmith","areaServed": "London","priceRange": "££","hasOfferCatalog": {"@type": "OfferCatalog","name": "Emergency callout"},"aggregateRating": {"@type": "AggregateRating","ratingValue": 4.9,"reviewCount": 217},"inLanguage": "en-GB","address": {"addressLocality": "London","addressCountry": "GB"}}londonlockandkey.co.uk › emergency-callout
London Lock & Key 24h
How much does an emergency locksmith callout cost in London?
Callouts start from £95, including a standard cylinder replacement in Camden and Central London.
| No AI visibility work | AI visibility (MFB) | Conventional SEO only | |
|---|---|---|---|
| Cited in ChatGPT and Perplexity answers | Unlikely: thin or conflicting signals | Yes: structured, consistent, citable data | Sometimes, if content is strong but not guaranteed |
| Appears in Google AI Overviews | Rarely | Yes: schema and AEO content aligned | Possible but not systematically optimised |
| Conservation and period-property expertise documented | No | Yes: specific content and schema fields | Partially, if blog content covers it |
| First-mover position in London AI answers | Forfeited to earlier competitors | Captured while channel is open | Partially, dependent on ranking alone |
| Monitoring and iteration as AI indexes update | None | Monthly citability testing and adjustment | None specific to AI |
Indicative comparison of visibility approaches for London trades businesses in AI-generated search.
AI assistants recommend businesses based on signals that can be deliberately worked. Becoming one of the sources cited when a Londoner asks an AI about your trade is the next frontier of local visibility, and it is still early enough to establish a position before competitors catch up.
We test the major AI assistants for your trade and London boroughs to establish your current citability baseline.
Structured-data implementation and alignment of your profile and directory listings.
Content targeting the real questions London homeowners ask AI assistants about your trade.
Citability re-testing and a continuous-improvement plan as AI assistants update their indexes.
Every figure carries a verifiable source. No invented numbers.
AI assistants use structured, citable web content when generating local business recommendations
Research into generative engine optimisation shows that AI language models draw preferentially on structured, authoritative and consistently signalled sources when generating answers about local businesses, making schema markup and signal consistency directly relevant to AI citability.
arXiv GEOGoogle AI Overviews surface information from sources that meet structured-data and content-quality criteria
Google's AI Overviews system draws on structured data, E-E-A-T signals and content that directly answers the query, making the same foundations that support local SEO also relevant to AI Overview appearances.
Google AI OverviewsLocalBusiness schema is the standard for communicating local business information to automated systems
The schema.org LocalBusiness type and its trade-specific subtypes provide the vocabulary AI assistants and search engines use to interpret business identity, location and service scope. Implementing it correctly is a prerequisite for reliable AI citability.
schema.org


Authoritative, verifiable sources behind this service.
The real questions we get about this service in this market.
Thirty minutes by video or phone. No jargon. The team answers with data from your business on the table.
Talk to the teamIt is the set of techniques that cause AI assistants such as ChatGPT, Perplexity and Google AI Overviews to understand and recommend your business when a customer asks a question about your trade. It combines structured data, content that answers real customer questions, and a consistent business profile across all sources, applied to your London market.
Usage is growing rapidly. AI assistants deliver direct answers and recommend specific businesses, and more customers are starting queries there before they open a search results page. Establishing your AI presence now, while few London trades businesses have done so, is the opportunity of the early-mover.
No, it complements it. Local SEO positions you in Google and the map; AI visibility makes you citable when the search occurs inside an AI assistant. Both channels share the same foundations: structured data, quality content and a consistent profile. Working them together compounds your overall local visibility.
We test this in the citability audit by asking the major AI assistants about your trade and London boroughs and recording whether your firm appears. That diagnosis is the starting point, and the audit is free.
The technical foundations, schema and signal consistency, can be implemented in the first weeks. AEO content builds over time. AI assistants re-index at their own pace, so citability improvements emerge gradually as they consolidate your signals, which is why starting early matters.
Yes, and it is a significant opportunity in London. Around 17% of London properties are in a conservation area. AI assistants receive specific questions about planning consent, listed buildings and period renovations and look for sources that directly address those topics. Firms that document their specialist experience in this area become more citable for those high-value queries.
We prioritise ChatGPT, Perplexity and Google AI Overviews because they are the assistants most commonly used for local trade queries in the UK market. We monitor new entrants and adjust our methodology as the AI assistant landscape evolves.
It is relevant for any trade where customers ask questions before deciding who to call. Emergency trades receive high-intent queries; specialist trades such as conservation work, structural engineering or period-property renovation attract deeper research queries where AI assistants are particularly active. We tailor the AEO content and schema to the specific question types your trade generates.
We tell you where you stand today, why, and the three things to move first. With your business data on the table. Document in 24h.
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