GPT-6 Astra Reads Only 46% of VINs Correctly vs Sonnet 5's 86%: Routing Pays Off

arnabdotorg · x · 2026-10-15

A striking data point from Andrew Perrault's VLM evaluation thread: on reading vehicle VINs, top model GPT-6 Astra got only 46% correct, while Sonnet 5 reached 86%. The takeaway is that task-specific routing can pay off hugely — choosing the right model per task nearly doubles accuracy on detail-extraction work.

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