The 1-Hour Test That Shows Where AI Will Actually Pay Off

Many AI tools function exactly as designed but provide minimal value because they introduce friction into existing workflows rather than removing it. This discrepancy highlights a critical gap in how systems are evaluated. To determine where AI will actually pay off, a specific one-hour test is proposed. This approach identifies whether a tool genuinely improves productivity or simply adds complexity, addressing the issue of systems that often go untested in real-world operational environments.