Legora CTO Calls Tokenmaxxing a Flawed Strategy for Driving AI Adoption

Executive Briefing

• Warns that tokenmaxxing — maximizing AI token usage as a metric — is a counterproductive way to encourage adoption
• Argues more meaningful incentives and workflows better drive genuine AI integration than raw usage metrics
• Highlights risk of teams gaming token counts without generating real productivity or business value
• Suggests companies focus on outcome-based AI engagement rather than consumption-volume benchmarks