The newly introduced US Benchmark Map evaluates how well current AI benchmarks align with the American economy. The tool reveals that 90% of US working hours are spent on tasks poorly covered by these public, agentic benchmarks. This highlights a significant gap in our ability to accurately measure artificial intelligence's true impact on the labor force.