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Wrong Fuel Data: An Auto Brand's Fight Against Lost Sales

A
AURA GeoLogic
Author
March 10, 2026
5

"It Consumes Too Much" They Said

Kerem was the product communications coordinator at a major auto brand. Customers were coming to showrooms saying "I like this model but it consumes too much fuel, I saw it on ChatGPT." The actual fuel consumption was 40% lower than what ChatGPT showed.

The Fix

All 25 models scanned with Ground Truth. Vehicle schema added, tech spec pages updated, press kits renewed. Weekly tracking of LLM updates.

The Result

Technical data accuracy reached 96% for 25 models. The "consumes too much" complaint ended.

"A wrong number in AI means a real lost sale in the showroom."