What these programmes give you
Most of the schemes below give you credit to spend on a provider's API or cloud, or a quota of specialised hardware, not a cash grant. They are meant to pay for experiments, not living costs. That is a different route from public supercomputer time, which we cover in free GPU time on public AI supercomputers.
Our compute credits guide explains expiry, "up to" wording and the fine print that applies across credit programmes.
Open programmes, side by side
| Programme | What the page says you get | Review rhythm |
|---|---|---|
| OpenAI Researcher Access Program | Up to $1,000 in API credits, valid 12 months, towards any publicly available OpenAI model. Credits cannot be extended or renewed. | Reviewed every three months, in March, June, September and December. Grants take a further 4–6 weeks to credit after a decision. |
| Anthropic AI for Science program | Up to $20,000 in API credits over 6 months. Credits are for the API (the standard model suite), not the Claude web app, and not for non-public models. | Submissions are evaluated on the first Monday of each month. |
| Google TPU Research Cloud (TRC) | Cloud TPUs at no charge (quota per acceptance). This is hardware quota, not an API-credit pot. | Rolling. Researchers who are accepted commit to sharing their work openly. |
| Google Cloud research credits | The official page does not state a credit amount, so we do not quote one here. | Rolling. For faculty, PhD students and postdocs at accredited institutions and eligible nonprofits in approved countries. |
| AWS Cloud Credit for Research | Students up to $5,000; faculty/staff awards not capped. | Rolling; typical review 90–120 days. |
| Lambda Research Grant | Up to $5,000 in Lambda cloud credits. | Rolling. |
| Nebius Research Grants | GPU cloud credits, Token Factory tokens and Tavily credits (amount set per proposal). Proposals in by the last day of a month enter that month's review. | Open year-round. |
| Cohere Labs Catalyst Grants (API credits) | Cohere API credits (amount set per project). For academic partners and civic or public-impact organisations; projects must be for public benefit or open science. | Rolling. |
| Hugging Face Community GPU Grants (for Spaces) | GPU hardware upgrade for an approved Space (amount not stated). You apply from a Space's hardware settings. | Rolling. |
Who typically qualifies?
Institutional affiliation is the usual bar, but the details differ.
- OpenAI Researcher Access Program is for researchers, with particular interest in work on responsible deployment, risk mitigation and the societal impact of AI. OpenAI encourages applications from early-stage researchers in countries supported by its API, especially those with limited financial and institutional resources. Applicants are still bound by OpenAI's usage and publication policies.
- Anthropic AI for Science program is for researchers attached to research institutions, in academia or nonprofit organisations, working on high-impact scientific projects. There is a particular focus on biology and life sciences, though other scientific fields are listed. Applications are judged on scientific merit, potential impact, technical feasibility and biosecurity screening. Unsuccessful applicants do not receive an individual response.
- AWS Cloud Credit for Research is for faculty, research staff and students at accredited institutions, with the $5,000 cap applying to student awards.
- Nebius Research Grants is for postgraduate and PhD students, postdocs, faculty and researchers at accredited academic or non-profit research organisations.
- Hugging Face Community GPU Grants (for Spaces) is broader: anyone with an innovative Space that needs GPU hardware can apply from the Space settings.
Fine print that is easy to miss
- Review cycles can add months. An OpenAI application submitted just after a quarterly window waits until the next one, then up to six more weeks for credits to arrive, and the credits then last 12 months. An AWS research application can take 90–120 days to review.
- Credits may not cover the interface you use every day. Anthropic's science credits are for the API, not claude.ai, and not for non-public models or fine-tuning.
- Usage policies still apply. Anthropic says AI for Science participants are not exempt from its usage policy, including for red-teaming research. OpenAI makes a similar point, with an appeal route if a safety-research account is flagged in error.
- Do not quote unofficial amounts. For Google Cloud research credits, third-party blogs sometimes mention a figure. The official page we checked does not, so the only safe approach is to apply and read whatever amount, if any, is offered to you.
How to apply
- Match the programme to the resource you actually need: API tokens, Cloud TPUs, or a GPU upgrade on a hosted Space.
- Time the application around the review calendar, especially for OpenAI (quarterly) and Anthropic (first Monday of the month).
- Write a short, concrete research question and say how the credits will be used. These forms are usually closer to a methods paragraph than to a full grant proposal.
- Apply to more than one if you are eligible. The programmes do not replace each other. Our compute credits list has every scheme we currently track.
