With dozens of open-weight models available, developers struggle to compare performance, hardware requirements, and capabilities. A standardized testing framework could automate comparisons across speed, accuracy, and resource usage.
Offer both self-hosted evaluation kits and a hosted comparison database. Monetize through enterprise features and API access.
Start with basic inference speed and memory benchmarks before adding domain-specific tests.
Risk is model providers gaming the benchmarks.