At APG Software, the business audit process—which previously took 200+ hours—now takes 20-40 hours (an 80% reduction) because they implemented an AI first business system that automates the heavy lifting of data collection and organization.

factualpending

Speaker

Adam

Evidence Quote

That process used to take, I swear to God, 200 hours or more, which is now dropped down to something we can do in 20 to 40 hours. That's an 80% decrease.

Source

Karpathy's LLM Wiki Goes Further Than Everyone RealisedAdam Goodyer
Created: 8/13/2026, 9:47:09 AM

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