aibenchmarkingllm

Local LLM benchmarking service

Create standardized tests for locally-run large language models.

Why now

More powerful local models require practical performance metrics.

Who for
AI developers
Business model
Consulting services
Effort
A few weeks

Developers running LLMs locally lack consistent ways to compare models across hardware. A benchmark suite could measure tokens/sec, memory usage and quality for common tasks.

Offer as open source with paid detailed comparisons. Start with basic speed tests on common setups.

Risk: rapid hardware/model obsolescence.

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Local LLM benchmarking service — Ideas