How Benchmark Heaven stays independent
Running a benchmark alongside a commercial service creates a conflict of interest. Here is the relationship and how we keep the link separate from the results.
Who runs these sites
Decision Models is run by the same company as Benchmark Heaven: productivity-boost.com Betriebs UG (haftungsbeschränkt) & Co. KG, the one-person company identified on our About page. Decision Models offers commercial ways to run models. A link to it is a link to our own service.
What “Run it yourself” does
Every eligible open-weights row gets the same link, whether or not Decision Models serves the model. It opens a model page with four routes: dedicated hosting, a hosted API where available, local installation, and a request for pre-installed hardware. Availability and licence restrictions still apply; a request is not a promise of service.
Where the author offers their own API or weights, the model page links to those too. Hosted API rows, wrappers and reference entries do not get this link. A row needs a mapped model page, and authors can opt out.
What the link never changes
The link never changes scores, ranks, inclusion in the benchmark or the order of rows. Click data is never used for ranking. Removing the link leaves the measurement and its position unchanged. Our private in-house models are excluded from public JevBench releases by the release validation rules.
Check the method and data
Read the JevBench methodology and public results and data card for scoring, versions, model pins and limitations. Published system-level results are downloadable; sealed questions and per-item predictions remain private.
For model authors
You can ask us to remove the Decision Models link from your row. Email info@productivity-boost.com with the model name and benchmark. We record link opt-outs separately from benchmark results; opting out does not affect your score or eligibility.