Structured data that AI assistants can read
We implement LocalBusiness schema and service markup so ChatGPT, Perplexity and Google AI Overviews understand your trade, your Glasgow service areas, and why you are a credible source to cite.
When a customer in Glasgow asks an AI for a reliable roofer or plumber, someone gets recommended. We work to make that someone you.
A growing number of customers in Glasgow ask ChatGPT, Perplexity or Google AI Overviews before they search Google in the traditional way. AI visibility (GEO/AEO) structures your information so those assistants cite your business as a trusted source when someone asks about your trade in Glasgow. It is the new layer of visibility: businesses that are not cited when the AI recommends are simply not in that conversation. For trades in a competitive city like Glasgow, being in the conversation early is an advantage that compounds.
{"@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 implement LocalBusiness schema and service markup so ChatGPT, Perplexity and Google AI Overviews understand your trade, your Glasgow service areas, and why you are a credible source to cite.
We create content that answers the precise questions a customer asks an AI about your trade in Glasgow — including questions shaped by tenement maintenance rules and Scotland's building warrant system.
We align your Google Business Profile, website and directories so every AI assistant has one consistent, accurate version of your business to reference and cite.
We test whether ChatGPT, Perplexity and Google AI Overviews mention your business today for your trade and Glasgow service areas, establishing what needs to change.
The vast majority of Glasgow construction and home-trade businesses have not yet worked their AI visibility. Establishing yourself as a cited source now builds a compound advantage before the channel saturates.
We re-evaluate your citability regularly as AI assistants update their indices and adjust our content and schema to maintain and extend your presence in AI-generated answers.
Assistants answer directly and recommend specific businesses. If your information is not structured for them, you simply do not appear in that response, regardless of how good your work is.
Very few Glasgow construction and home-trade businesses have worked their AI visibility. Getting there now establishes you as a cited source before the channel becomes as saturated as traditional Google search.
Source: arXiv — Generative Engine Optimization (GEO)Structured data, content that answers real customer questions, and a consistent profile are what make an AI assistant choose your business as a reliable source. Thin or inconsistent information results in no citation.
Customers searching for Glasgow trades increasingly ask AI assistants about building warrants, the Tenements (Scotland) Act, and landlord safety requirements. Content that addresses these accurately is far more likely to be cited than generic trade descriptions.
Source: gov.scot, building standards
We test the leading AI assistants — ChatGPT, Perplexity, Google AI Overviews — by asking about your trade and Glasgow service areas and documenting whether you are cited, and if not, what is missing.
We implement or improve LocalBusiness, Service and local schema markup on your website so AI assistants have machine-readable, accurate information about your trade and areas.
We produce content that answers the exact questions your Glasgow customers ask AI assistants — covering emergency services, building warrant compliance, tenement-specific repairs and landlord obligations.
We audit and correct your profile, website and directory listings to ensure every source presents the same consistent information, which AI assistants use to validate and cite businesses.
We re-run citability checks regularly, compare against competitors in your Glasgow trade category, and update content and schema based on what AI assistants are rewarding at each point in time.

We mark up your business, services and Glasgow service areas so AI assistants understand and cite your information accurately.
We create content that answers the exact questions a customer asks an AI about your trade in Glasgow, including questions shaped by Scotland's building warrant system and tenement maintenance rules.
We align your profile, website and directories so assistants have a single, reliable version of your business to reference.
We check whether ChatGPT, Perplexity and AI Overviews mention you today and adjust to improve your position over time.
As AI assistants update how they index and cite local businesses, we adjust your content and markup to stay current and maintain your presence in AI-generated answers.
AI citability audit: current citation status in ChatGPT, Perplexity and AI Overviews for your Glasgow trade
LocalBusiness and service schema implemented or improved on your website
AEO content targeting real Glasgow customer questions for your trade
Signal alignment audit and corrections across profile, website and directories
Monthly re-evaluation of citability and competitive position in AI results
Content update plan based on evolving AI assistant behaviour and Glasgow-specific queries
Shared foundation with local SEO so both layers reinforce each other

{"@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 | Generic SEO only | AI visibility (MFB) | |
|---|---|---|---|
| Cited in ChatGPT and Perplexity | Unlikely | Possible but not targeted | Yes, structured and targeted |
| Cited in Google AI Overviews | Unlikely | Partial (if ranking) | Yes, schema-supported |
| Glasgow-specific content for AI queries | No | Generic | Scotland-aware, tenant-specific |
| Signal consistency across all sources | Not checked | Partial | Audited and aligned |
| Ongoing citability measurement | None | None | Monthly re-evaluation |
Indicative comparison of AI visibility approaches for Glasgow trades.
AI assistants recommend businesses based on signals you can act on. Being one of the sources they cite in Glasgow is the difference between being in the conversation or left out of it — and right now, most trades in the city have not yet started.
We test whether AI assistants cite you for your trade and Glasgow service areas today.
Structured data implementation and signal consistency across your presence.
Content targeting the real questions your Glasgow customers ask AI assistants.
Re-evaluation of citability and a continuous improvement plan.
Every figure carries a verifiable source. No invented numbers.
Structured content and schema are the primary enablers of AI citation
Research on Generative Engine Optimisation (GEO) identified that adding structured statistics, citing sources and applying authoritative schema markup produces the largest measurable improvements in AI assistant citation rates for a given piece of content.
arXiv — Generative Engine Optimization (GEO)Google AI Overviews cite structured local business information
Google's documentation on AI Overviews confirms that structured data — including LocalBusiness schema — supports how AI-generated answers surface and cite local business information in search.
Google AI Overviews HelpSchema.org LocalBusiness markup underpins local business citation
The schema.org LocalBusiness type provides the vocabulary AI assistants and search engines use to understand a local business's name, address, areas served and services, making it the technical foundation of AI visibility for trades.
schema.org — LocalBusiness


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 help AI assistants — ChatGPT, Perplexity, Google AI Overviews — understand and cite your business when a customer asks about your trade. It combines structured data, content that answers real questions, and consistent signals, applied to your Glasgow market.
A growing number do. AI assistants give direct answers and recommend specific businesses, and their use is growing quickly. Being present now, when almost no Glasgow trade business has worked this channel, is a genuine first-mover advantage.
No, it complements it. Local SEO positions you on Google Maps and in traditional search; AI visibility makes you citable when the search happens inside an assistant. Both layers share the same foundation — structured data, content, consistency — and each reinforces the other.
We check it in the audit: we ask the main AI assistants about your trade and your Glasgow service areas and record whether you appear. That diagnosis sets the baseline and shows what needs to change.
The technical foundation — schema, signal consistency — is implemented within weeks and content is built continuously. Citability improves as AI assistants re-index and consolidate your signals, which is why starting early gives you a compounding advantage in Glasgow.
It builds on your existing content but with a different structure: direct, factual answers to specific questions your Glasgow customers ask AI assistants, with cited sources and schema markup. This is additional to, not a replacement for, your service and city pages.
Yes. AI assistants that are asked about trades in Glasgow increasingly encounter queries with Scottish regulatory context — building warrants, the Tenements (Scotland) Act, landlord safety requirements. Content that addresses these accurately and specifically is more citable than generic trade content, because it provides the locally precise answer the assistant is trying to give.
Currently ChatGPT (including web-browse mode), Perplexity and Google AI Overviews are the primary channels to optimise for. We monitor developments in this space and adjust the strategy as new assistants gain adoption, so your Glasgow presence is maintained across whichever channels your customers actually use.
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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