Dev toolsllmbenchmarking

Local LLM benchmark tool

Help developers compare performance of local LLM options. Cuts through confusing claims.

Why now

Proliferation of local LLM options creates need for standardized testing.

Who for
LLM developers
Business model
Paid reports
Effort
A few weeks

Developers waste days testing different local LLMs without consistent benchmarks.

Create a Docker image that runs standardized tests across models and hardware configurations.

Sell curated benchmark reports and enterprise features for team deployment tracking.

The MVP could test just throughput and latency on common consumer GPUs.

Risk: Rapid model improvements make benchmarks quickly outdated.

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Local LLM benchmark tool — Ideas