Toyota Scores 93/100. Ask Which Car to Buy, and AI Names Subaru or Kia.

We ran Toyota through a HiBot Pulse audit across ChatGPT, Perplexity, and Google. Toyota owns the category: nearly 60% share of voice, a perfect reputation score, and a clean sweep of the head-to-heads. Then a customer describes an actual family with actual needs, and the engines hand the pick to a Subaru or a Kia. Here is the full breakdown.

• The scenario questions Toyota loses (Nomination: 83/100): ChatGPT names the Subaru Ascent and skips Toyota entirely, Perplexity sends the family to a Kia Sorento Hybrid.
• Why brand-level trust (Reputation: 100/100) never reaches the specific three-row models AI downgrades on safety.
• The facts Google gets wrong inside Toyota-favorable answers: an unsupported market-share figure, Safety Sense “on virtually all” models, a mangled LE trim definition.
• A near-perfect Showdown (97/100) and 99% accuracy, and the one category still leaking the headline score.
• The full ANSWER breakdown across all 6 dimensions, plus the prioritized fixes we handed over.

A real HiBot Pulse audit across ChatGPT, Perplexity, and Google. This is the exact report format you receive when you order your own.