4x4 & Auto Electrical AI Visibility Index: UK
We asked ChatGPT, Perplexity and Google's AI Overviews the same 150 questions British 4x4 & auto electrical shoppers actually ask. That is 2,699 answers analysed.
2699
answers33
brandsThe leaderboard
Every brand in this vertical, scored on the same questions across every surface.
What the data shows
Never named: the brands AI didn't mention.
4 of 33 tracked brands were never named once across the 2,699 answers analysed: Powertraveller, Solar Technology International, BrightVans and PowerQueen.
The ladder so far.
Renogy leads with a Visibility Score of 16.5 (444 of 2,699 answers, 66 of 150 questions), followed by Victron Energy at 15.9 and REDARC at 14.6.
Instagram size doesn't predict AI visibility.
NOCO has the largest Instagram following in the tracked population (251,527 followers) but ranks #13 on AI visibility (3.3/100), behind Renogy, which leads the index at 16.5/100.
Common questions
Which 4x4 & Auto Electrical brand does AI recommend most?
Renogy ranks first in the UK 4x4 & Auto Electrical AI Visibility Index with a Visibility Score of 16.5.
How many 4x4 & Auto Electrical brands does Found measure?
Found measures 33 British 4x4 & Auto Electrical brands, scanned 21 August – 20 September 2026 across ChatGPT, Perplexity and Google AI Overviews.
How is the 4x4 & Auto Electrical Visibility Score calculated?
We asked ChatGPT, Perplexity and Google's AI Overviews the same questions British 4x4 & Auto Electrical shoppers actually ask, scanned 21 August – 20 September 2026, with 2,699 answers analysed. Here is who the machines recommend.
Where can I see the full methodology?
The full method - question selection, scan cadence, population rules and scoring - is published at flux.agency/found/methodology.
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