AnalysisBusinessAugust 7, 2026

Accenture finds PDF-to-markdown conversion is a big AI token chewer

In leaked Accenture meeting audio reported by 404 Media, agentic AI strategy lead Justice Kwak said non-engineers — not engineers — drive most token consumption, and converting PDFs to markdown is one of the big 'token chewers.' Simon Willison surfaced the story, arguing PDFs are a terrible communication medium.

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