Analysis & Opinion

Accenture reveals non-engineers are primary drivers of AI token consumption

AccentureSource: Simon Willison07/08/2026, 13:18
Internal data from Accenture, disclosed by the company in presentations, shows that high token consumption in AI applications is not driven by engineers, but primarily by non-technical users. One of the biggest identified "token wasters" is converting PDFs to Markdown files, a common practice that consumes significant token volumes. This pattern reflects a broader challenge: many companies have yet to develop efficient strategies for AI model usage.
Accenture reveals non-engineers are primary drivers of AI token consumption — lupAI