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blxbench

Sponsor / Partnership

Help us keep the benchmarks honest.

BLXBench is an independent, open AI benchmark. Every leaderboard run that shows up in the dashboard — every score, every latency curve, every cost line — was paid for in real tokens, real compute, and real engineering hours. We love doing this work. We just cannot carry the tab alone anymore.

IndependentReproducibleBuilt for builders
[email protected]See the latest leaderboard
The cost of a neutral benchmark

Running a trustworthy AI benchmark is not a side project anymore. Frontier APIs, premium tiers, and self-hosted GPUs are the actual production line behind every number on this site. Below is where the money and time goes — in plain words.

GPU & API burn

Every leaderboard refresh fans out thousands of prompts across frontier and open-weight models. Inference time, rate limits, and premium tiers add up fast — especially for the hard-level fixtures.

Latency / TTFT probes

Measuring streaming speed and TTFT the right way means sustained, well-timed traffic from neutral endpoints. That is not free — and it does not scale on a hobby budget.

Infrastructure & ops

Hosting the dashboard, scoring runs, archiving results, and keeping everything reproducible needs stable pipelines and 24/7 uptime, not a weekend laptop.

Fixture authoring & review

New tests have to be written, scored, reviewed, and kept current as models evolve. That is ongoing engineering time on top of running the evals.

Every run is a receipt.

Benchmarking today means GPU rentals, closed-source API invoices, and an always-on evaluation layer. Partners who plug into BLXBench get their models tested on a neutral, versioned fixture set — the same suite every other contender is measured against. No hand-tuned demos, no cherry-picked runs, no marketing gloss.

In return, we get to keep shipping public numbers that developers actually trust. That is the trade we are optimizing for.

Ways to team up

We are intentionally flexible. If you care about honest LLM evaluations, there is probably a shape of collaboration that fits — pick the one that reads most like you.

Compute partner

You supply GPUs, API credits, or priority access.

  • Named thanks next to the benchmarks your budget made possible.
  • Early look at fresh leaderboard slices and model additions.
  • Technical channel with our maintainers for integration feedback.

Ecosystem partner

You ship an LLM, tooling, or platform we can evaluate.

  • Co-authored posts on how your model performs across our suite.
  • Neutral, reproducible numbers you can cite in decks and docs.
  • Optional private pre-release passes on new fixture drops.

Sustaining sponsor

You want independent benchmarks to keep existing.

  • Monthly or annual support keeps the dashboard free and neutral.
  • Logo placement on the site and in select reports.
  • Shout-outs tied to new category launches and big runs.
Talk to us

We are always in the market for partners and sponsors — whether you want to offset a single benchmark cycle or ride along as a long-term backer. One email gets you straight to the maintainers, no forms, no funnel.

Reply-rate: fast. Ego: low. Benchmark integrity: non-negotiable.

Partnerships inbox[email protected]Click to open in your mail client

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