Companies deploying AI agents struggle to compare options beyond demos. Standardized benchmarks would help.
Create a test suite measuring accuracy, speed and cost across common workflows. Publish rankings and detailed reports.
Monetize through premium evaluations and custom benchmarks for enterprises.
Start with open-source test definitions. Build managed testing later.
Risk: Major labs may release their own benchmarks.