AI Visibility Research
80% of garages are invisible to AI assistants. ChatGPT defaults to franchise chains (Halfords, Kwik Fit) and comparison platforms (WhoCanFixMyCar). Independent mechanics need MOT pricing, service details, and verified reviews to compete.
Check your business80%
Invisible to ChatGPT
garages and mechanics
Thousands
Businesses analysed
20%
AI-visible
Can be found by AI assistants
2-4 weeks
Time to fix
With structured data + directories
The test
ChatGPT heavily favours franchise chains and comparison platforms for mechanic queries. Only 20% of recommendations cite independent garages — those with clear pricing and WhoCanFixMyCar reviews.
Each AI system uses different data sources and citation patterns.
Source: Bing index
ChatGPT heavily favours franchise chains and comparison platforms for mechanic queries. Only 20% of recommendations cite independent garages — those with clear pricing and WhoCanFixMyCar reviews.
Source: Live web crawl
Perplexity cites independent mechanics 33% of the time, often from WhoCanFixMyCar profile pages or Google Maps listings with good reviews.
Source: Google index + Maps
Google AI Overviews for mechanic queries show franchise chain results and Google Maps local pack. Independent garages need 50+ reviews and competitive MOT pricing to appear.
Mechanics businesses face specific challenges that prevent AI assistants from finding and recommending them.
Franchise chains (Halfords, Kwik Fit, Mr Clutch) dominate AI citations for mechanic queries due to massive domain authority and structured pricing across hundreds of locations.
Independent garages often have no website — they rely on roadside signage, word-of-mouth, and Google Maps. AI cannot cite a business without a crawlable web presence.
MOT, service, and repair pricing is rarely published. AI cannot recommend 'cheapest MOT near me' from a garage that says 'call for a quote'.
Comparison platforms (WhoCanFixMyCar, ClickMechanic) aggregate mechanic data better than most mechanic websites — AI cites the aggregator.
What the visible businesses do differently
Published MOT pricing, service costs (interim, full, major), and common repair estimates on their website • WhoCanFixMyCar and ClickMechanic profiles with customer ratings and response times • Google Business Profile with 50+ reviews, photos of the workshop, and services listed • Service pages for MOT, servicing, diagnostics, brakes, tyres, clutch, and air conditioning
Schema types that matter: AutoRepair, LocalBusiness, Service, Product
MOT price, interim service, full service, and major service costs visible on your website. AI answers 'how much does an MOT cost near me?' only from sites with the price visible. This is your #1 advantage over chains.
These comparison platforms are what ChatGPT cites for mechanic queries. A profile with 20+ reviews and competitive pricing makes you citeable.
Separate pages for MOT, servicing, brakes, clutch, timing belt, diagnostics, and air conditioning. Each with pricing and what's included. Generic 'we fix all cars' pages don't rank.
Include services offered, vehicle types, pricing, and opening hours. Mark MOT testing station status. This structured data helps AI match queries to your specific offerings.
Display RAC/AA approval, MOT testing station number, manufacturer approvals, and insurance details. Trust signals matter for AI citation of businesses handling expensive repair work.
Only about 20% of garages and mechanics are visible to ChatGPT. The rest are invisible because they lack the structured data, directory presence, and content that AI assistants need to make recommendations. Our research shows that ChatGPT relies on Bing's index for 87% of its citations.
Most garages and mechanics can achieve basic AI visibility within 2-4 weeks by adding structured data, claiming key directories, and submitting to Bing Webmaster Tools. Full optimisation (including review building and content creation) typically takes 2-3 months to show results.
Not directly. ChatGPT uses Bing's index, not Google's. However, the factors that help you rank on Google (structured data, quality content, reviews) also help on Bing. Our data shows that 87% of ChatGPT citations match Bing's top 10 results, while only 56% match Google's top 10.
It depends on the query. Google AI Overviews are strongest for local searches backed by Google Maps data. Perplexity crawls the web daily and often finds more niche results. ChatGPT relies on Bing's index and favours well-known directories.
garages and mechanics should use AutoRepair, LocalBusiness, Service, Product schema types. The most impactful is adding your business details (name, address, phone, hours, services) in structured data that AI can read programmatically.
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