Interpretability startup Goodfire has opened a research grants program that pays out in software, not money. The company will provide up to $1 million in combined free usage of Silico, its research and interpretability platform, to academic labs, nonprofits and independent scientists working on interpretability, alignment or life sciences, according to Goodfire’s own grants page. The credit spans Silico’s analysis tooling and the underlying compute it runs on, not funds handed to recipients.
To apply, a researcher pitches Goodfire on what they want to study and why Silico fits, in a short written proposal rather than a formal grant application. Finalists then talk with Goodfire’s team before any access is granted, and the company reviews submissions on a rolling basis instead of against a fixed deadline. Enterprise teams are pointed to a separate demo request instead of the grant path.
Academic interpretability research is chronically short on compute, so free platform time addresses a real constraint for labs that cannot buy it themselves. It also puts Silico into the hands of researchers likely to publish with it, extending Goodfire’s reach at close to no marginal cost. Neither motive cancels the other out.
According to Goodfire’s grants page, published August 25, 2026.
