
Hardkorr
AI Visibility Score and Ranking for
4x4 & Auto Electrical
LED lighting (driving lights, light bars, awning/strip lights), 12V power appliances, inverters, battery chargers, lithium batteries and solar.
Hardkorr ranks #9 in the AU 4x4 & Auto Electrical AI Visibility Index with a Visibility Score of 10.9/100 — named in 49 of 450 AI answers across 38 of 150 tracked questions, averaging position 3.1 when mentioned.
9
·new
10.9
Visibility score
49
Appearances
38
Prompts hit, of 10
1
Days seen
3.1
Average position
Where {{BRAND}} sits in {{INDUSTRY}}
How it works
The questions shoppers ask. Every day. Every platform.
1. We ask what shoppers ask
150 questions per industry, drawn from real search and AI query data — not questions a brand would write about itself.
2. We ask every day, on every platform.
ChatGPT, Perplexity and Google's AI Overviews. Fourteen consecutive days. Hundreds of answers per industry.
3. We record who gets named.
Every brand mention, its position in the answer, and which platform said it. The Visibility Score is the share of answers a brand appears in. Nothing weighted, nothing modelled.
How every volume is measured
A fixed battery of questions per vertical, asked daily on ChatGPT, Perplexity and Google AI Overviews across the full scan window. Visibility Score is the share of all answers that named the brand. Every population is frozen before scoring, with a documented cut log.
Read the full methodologyFrequently asked questions
What is Hardkorr's AI Visibility Score?
Hardkorr has an AI Visibility Score of 10.9 in the AU 4x4 & Auto Electrical AI Visibility Index, ranked #9.
How often does AI recommend Hardkorr?
Hardkorr was named in 49 of 450 AI answers analysed, across 38 tracked questions, averaging position 3.1 when mentioned.
How is the AI Visibility Score calculated?
We asked ChatGPT, Perplexity and Google's AI Overviews the questions Australian 4x4 & auto electrical shoppers actually ask, and tracked how often each brand was named. Full methodology at flux.agency/found/methodology.
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