4x4 & Auto Electrical AI Visibility Index: US
We asked ChatGPT, Perplexity and Google's AI Overviews the same 150 questions American 4x4 & auto electrical shoppers actually ask. That is 2,700 answers analysed.
2700
answers40
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.
6 of 40 tracked brands were never named once across the 2,700 answers analysed: Antigravity Batteries, Iron Cross Automotive, Bestop, Comeup Industries, Mile Marker and Bulldog Winch.
The ladder so far.
REDARC leads with a Visibility Score of 23.9 (646 of 2,700 answers, 67 of 150 questions), followed by Renogy at 19.8 and Baja Designs at 12.0.
Instagram size doesn't predict AI visibility.
Rough Country has the largest Instagram following in the tracked population (542,545 followers) but ranks #17 on AI visibility (1.6/100), behind REDARC, which leads the index at 23.9/100.
Common questions
Which 4x4 & Auto Electrical brand does AI recommend most?
REDARC ranks first in the US 4x4 & Auto Electrical AI Visibility Index with a Visibility Score of 23.9.
How many 4x4 & Auto Electrical brands does Found measure?
Found measures 40 American 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 American 4x4 & Auto Electrical shoppers actually ask, scanned 21 August – 20 September 2026, with 2,700 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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