AI Visibility Research
70% of solar installers are invisible to AI. Green energy queries are growing fast — AI needs MCS certification, system pricing per kW, and ROI calculations to cite individual installers over comparison platforms.
Check your business70%
Invisible to ChatGPT
solar panel installers
Thousands
Businesses analysed
30%
AI-visible
Can be found by AI assistants
2-4 weeks
Time to fix
With structured data + directories
The test
ChatGPT recommends Solar Guide, MCS directory, and Energy Saving Trust. Only 30% cite individual installers.
Each AI system uses different data sources and citation patterns.
Source: Bing index
ChatGPT recommends Solar Guide, MCS directory, and Energy Saving Trust. Only 30% cite individual installers.
Source: Live web crawl
Perplexity cites installers 38% of the time, often from comparison articles.
Source: Google index + Maps
Google AI shows comparison platforms and government guidance on solar.
Solar Panel Installers businesses face specific challenges that prevent AI assistants from finding and recommending them.
Comparison platforms (Solar Guide, EcoExperts) aggregate installer quotes.
MCS (Microgeneration Certification Scheme) isn't in structured data.
System pricing per kW and ROI timelines aren't published.
Panel brand comparisons aren't on the installer's site.
What the visible businesses do differently
MCS certification in schema • Published pricing per kW installed • ROI calculator or payback timeline content • Panel brand comparison content
Schema types that matter: ElectricalContractor, HomeAndConstructionBusiness, LocalBusiness, Service
MCS certification is required for government incentives and is the trust signal AI requires.
3kW system from £5,000, 4kW from £6,500, battery storage add-on from £3,000. Include estimated annual savings.
These directories are what AI trusts for solar recommendations.
Payback timelines, annual savings estimates, government incentive explanations. This is highly citable content.
SunPower vs LG vs Jinko — efficiency, warranty, cost. Genuine comparison content AI values.
Only about 30% of solar panel installers 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 solar panel installers 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.
solar panel installers should use ElectricalContractor, HomeAndConstructionBusiness, LocalBusiness, Service 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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