AI Startup Credits & Perks

The National Artificial Intelligence Research Resource Pilot, led by NSF with DOE and 13 federal agencies alongside 28 industry and non-profit partners, allocates compute, datasets, pre-trained models and platforms to US researchers and educators who would otherwise be priced out of frontier-scale AI work. What distinguishes NAIRR from a straight GPU credit programme is breadth: the allocation can combine HPC time on DOE national laboratory systems, commercial cloud credits, curated AI-ready datasets and access to pre-trained models, matched to the project by resource matching committees after peer review. The call has no fixed closing date. It has been open since 6 May 2024 and runs until the end of the pilot or until all resources have been committed, operating on monthly review cycles in which proposals submitted by the 15th of a month are typically decided by the end of that month. Awards are for twelve months. Applications require a submission form plus a three-page PDF proposal, and a lighter Start-Up track with an approximately two-week turnaround exists for teams that need modest resources quickly or want to establish feasibility before requesting a larger allocation. Graduate students may apply with a support letter from a faculty advisor, which is unusual among federal compute programmes and makes NAIRR one of the few realistic routes to significant compute for a doctoral project.

Microsoft AI for Accessibility is a grant program that supports developers, nonprofits, researchers, and startups building artificial intelligence tools that empower people with disabilities and advance disability inclusion. Grants range from $25,000 to $250,000 and may include Azure compute credits, technical support, and access to Microsoft AI experts, with award sizes depending on project scope and available funds. The program targets AI solutions across employment, daily life, and communication that expand accessibility and independence for people with disabilities.