KPMG's AI adoption dashboard falls victim to metric gaming within weeks

TLDW: KPMG's AI usage dashboard intended to drive adoption instead became a target for gaming, exposing systemic issues with how accounting firms incentivize and measure work.

Key points:

• KPMG set a ~75% weekly AI usage target, which employees circumvented through metric manipulation rather than genuine adoption
• The problem stems from accounting culture's emphasis on 'looking busy' and billable hours, which naturally extends to AI metrics
• Token maxing (artificially inflating AI tool usage) emerged as a parallel to traditional billing padding behaviors
• Episode 491 of The Accounting Podcast examined the root causes with hosts David Leary and Blake Oliver
• The case illustrates a broader challenge: measuring AI value requires outcome-based metrics, not activity-based ones