llmopen-sourcebenchmarking

Open-source LLM benchmarking

Standardized test suites comparing open LLMs against commercial offerings on practical business tasks, not just academic benchmarks.

Why now

With dozens of new open models launching weekly, teams need real-world performance comparisons.

Who for
Enterprise AI teams
Business model
Paid benchmarking reports
Effort
A few months

Companies want to use open LLMs but lack trusted data on how they perform for specific use cases like support tickets or contract review.

Create a continuously updated service that runs new models through standardized business scenarios (email drafting, code review etc) with blind ratings.

Monetize through enterprise reports detailing which models work for which industries.

MVP: Compare 3 major open models on 5 task types.

Risk: Model providers may game the benchmarks.

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Open-source LLM benchmarking — Ideas