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Start by deciding what you are actually seeking: money for a research project, access to shared computing, or funding to coordinate a state or regional AI infrastructure consortium. Those are separate federal pathways with different applicants, documents, deadlines and reviews. A grant award does not automatically include compute, and an ACCESS allocation does not provide grant dollars.
For most individual investigators, the practical sequence is to match the research question to an open agency solicitation, register the institution early, submit through the required federal system, and request shared compute separately through ACCESS if needed. Regional infrastructure projects should examine NSF’s State and Regional AI Infrastructure Hubs solicitation, while organizations that want to supply national computing resources face a provider competition rather than a normal research allocation.
Choose the federal route before you write anything
Federal AI support is not one application program. Your first decision determines the agency opportunity, applicant type and evidence you must prepare.
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|---|---|---|---|---|
| Research grant | An investigator and eligible institution responding to an open agency solicitation | Project funding for defined research aims, personnel, equipment and other allowable costs | Depends on the award and solicitation | Solicitation-specific peer review and deadline |
| ACCESS allocation | Eligible researchers, educators and qualifying students with an institutional affiliation | Credits exchanged for time and services on NSF-funded advanced systems | No cost to eligible users, subject to allocation approval | Explore and Discover requests are usually processed within two business days; Accelerate requests take about three weeks according to ACCESS estimates |
| State and Regional AI Infrastructure Hub | A state or multi-state consortium | Support for coordination, workforce development, faculty training and instructional materials | Consortium partners finance the underlying infrastructure | NSF 26-513 lists a November 4, 2026 deadline at 5 p.m. in the submitting organization’s local time |
| National resource provider competition | An organization proposing to provide resources to national users | A provider award, not an individual project allocation | Governed by the provider solicitation | Solicitation-specific |
These routes can be combined. For example, a principal investigator can submit a scientific proposal, request ACCESS resources for experiments and rely on a separate consortium to expand regional capacity. Treat each application as its own case with its own eligibility and review rules.
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Apply for a federal AI research grant
Find an open solicitation that fits the question
Begin with the scientific problem, not with the word “AI.” Read the current solicitation’s scope, eligible applicants, budget rules, required sections and deadline. NSF’s July 22, 2026 Genesis Mission Dear Colleague Letter is an invitation to submit to current open NSF opportunities; it is not a standalone grant application. It highlights three areas: using or building AI for scientific discovery, foundational work relevant to one or more Genesis National Science and Technology Challenges, and AI-for-science workforce or capacity building.
If a proposal is specifically responsive to that letter, NSF asks the principal investigator to prefix it with Genesis Mission: while still following the applicable open solicitation. NSF says awarded projects will be eligible to apply for resources through NAIRR and the Genesis Mission platform, but that language does not promise that compute is included in the grant award.
For foundational computational AI, NSF’s Robust Intelligence program overview identifies artificial intelligence, machine learning, computer vision, human-language technologies, computational neuroscience and core enabling technologies. A project that simply applies an existing technique to a science or engineering domain may fit better in the NSF program responsible for that domain. Confirm the active solicitation and deadline rather than relying on an overview page.
Build the proposal around the solicitation
Most research proposals need a defensible problem statement, specific aims, a technically credible approach, an appropriately qualified team, a budget and broader impacts. The solicitation controls the exact page limits, data-management requirements, mentoring rules, biographical-sketch format and supplemental documents.
- Define what scientific or engineering uncertainty the project will resolve.
- Explain why AI is necessary, what data and models will be used, and how performance or scientific validity will be evaluated.
- Describe compute, storage, software and personnel needs without assuming that a grant automatically supplies shared national resources.
- Address reproducibility, responsible data use, privacy, security and model limitations where they affect the work.
- Connect broader impacts to workforce, education, access, public benefit or community needs in the way the solicitation requests.
Use the current proposal guide and register early
NSF’s Proposal and Award Policies and Procedures Guide page states that NSF 24-1 applies to proposals submitted or due on or after May 20, 2024, with policy supplements that may also apply. Check the current guide and the specific solicitation on the date you prepare the submission; a general policy page cannot replace the opportunity’s instructions.
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A first-time submitting organization should have an active System for Award Management registration and a valid Unique Entity Identifier. NSF recommends starting those steps at least 90 days before submission. Your institution’s research-administration office normally establishes Research.gov or Grants.gov access and the required NSF IDs. Resolve name, address and legal-entity mismatches before the proposal is assembled.
Submit through the institution, not as an informal individual
NSF allows many proposals through Research.gov or Grants.gov unless the solicitation says otherwise. The Authorized Organizational Representative verifies the opportunity, certifies the application and submits it for the organization. NSF recommends starting a Grants.gov submission at least five business days before the deadline so validation errors can be corrected and a replacement submission can be made.
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After submission, monitor the federal system for validation, rejection, or status messages. A timestamped upload is not proof that the application passed all checks; the institutional submitter should confirm that the final package is accepted.
Request shared AI computing through ACCESS
What ACCESS provides
ACCESS is the NSF-funded route for researchers and educators who need advanced computing systems and services rather than grant dollars. Its official description says users can participate “with or without supporting grants” and use the services “at no cost to you.” A grant is therefore not a prerequisite for an allocation, although the project still has to meet current eligibility and review requirements.
ACCESS credits are exchanged for units on particular resources after an allocation is approved. The scale of the request should follow the experiment plan: a small pilot, a developing workflow, a mature production run and a very large campaign do not belong in the same allocation tier.
Check affiliation and eligibility first
ACCESS policy requires an eligible organizational affiliation and an institutional email that matches it. Unaffiliated individuals cannot request or join allocations. The policy describes broad eligibility for U.S.-based researchers and educators, with specific conditions for graduate students and federal or federally funded research and development center staff. A person with a non-U.S. affiliation needs project-specific justification and approval. Review the live policy before creating a project if any team member has an international affiliation or a mixed appointment.
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- Create an ACCESS ID using a work or institutional email.
- Open the ACCESS Allocations portal and create a project.
- Choose Explore, Discover, Accelerate or Maximize based on the scale of the resources and how mature the computational plan is.
- Add the principal investigator, co-principal investigators and other authorized participants whose affiliations satisfy the policy.
- Describe the work, estimate compute and storage, identify software or data dependencies, and select the resources that can run the workload.
- Submit the request and monitor the portal for questions, approval or a request to revise the estimate.
Prepare the materials for each tier
| Project type | ACCESS preparation | Published processing estimate |
|---|---|---|
| Explore | Work summary and PI or co-PI CVs | Most requests approved within two business days |
| Discover | Explore materials plus a title, research keywords, field, grant details if applicable and a one-page description of how ACCESS resources will be used | Most requests approved within two business days |
| Accelerate | A three-page project description with a computational plan detailed enough for panel review | About three weeks |
| Maximize | A very large resource request submitted during a scheduled window, with a mature plan and justification for the scale | Window-based awards |
The two-business-day and three-week figures are ACCESS’s published estimates, not guaranteed service levels. Start with a smaller allocation when the workload is uncertain; ACCESS says projects can be upgraded as resource needs become clearer.
Give reviewers an auditable resource plan
Estimate the number and type of accelerators or CPUs, expected run time, parallelism, memory, checkpointing, input and output data, storage growth, software containers, network transfers and support requirements. Explain how the estimate follows from model size, data volume, batch size, sequence length, number of runs and validation strategy. A request that names only a model family or a desired number of GPUs gives reviewers no way to judge whether the allocation is reasonable.
For very large projects, ACCESS lists scheduled Maximize windows. The June 15–July 31, 2026 window was closed on October 13, 2026; the next listed window is December 15, 2026 through January 31, 2027, with awards starting April 1, 2027. Reconfirm those dates in the live portal because allocation calendars can change. Small and medium requests are accepted on a continuing basis under ACCESS policy.
Understand what an allocation does not cover
An ACCESS award gives permission to use specified services and resources. It is not a salary award, a research grant, a purchase of permanent hardware or a guarantee that every requested machine will be available at every moment. Plan for queue policies, software portability, data-transfer time, storage limits and the possibility that the selected resource changes during the project.
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ACCESS reports more than 2.5 million jobs per month, more than 4,000 researchers and more than 2,000 projects on its homepage. The page does not identify a publication year for those figures, so treat them as an undated service snapshot rather than an annual performance statistic.
Apply for an NSF State and Regional AI Infrastructure Hub
Confirm that a consortium, not a lone investigator, is the applicant
NSF solicitation 26-513, posted July 31, 2026, is for state or multi-state consortia. NSF expects one award per state or multi-state region and encourages potential submitters to collaborate regionally. Planning grant proposals are accepted, and the solicitation expects hubs to engage with NAIRR.
Typical proposals request five years and $4 million to $12 million total. The full-proposal deadline is November 4, 2026, by 5 p.m. in the submitting organization’s local time. Verify the live solicitation before committing partners or setting an internal deadline.
Assemble the five required elements
- Consortium stakeholders, vision and deliverables: identify the institutions, public agencies, companies, nonprofits and community or education partners, then define measurable outcomes for the five-year period.
- Computing, data and AI infrastructure: explain the technical architecture, access model, data stewardship, interoperability, security and how the infrastructure supports the proposed activities.
- Regional partnerships: show how institutions of different types and sizes will participate and how the hub reaches beyond a single campus or metropolitan area.
- AI infrastructure workforce development: provide roles, training pathways, support services and outcomes for researchers, administrators, students and technical staff.
- Faculty training and instructional materials: describe courses, workshops, teaching resources and the faculty-development plan needed to make the infrastructure usable.
Separate NSF-supported coordination from infrastructure acquisition
NSF explicitly states: “NSF does not provide funding for acquisition of AI infrastructure, including computing, data, software, networking, storage, cloud services, or other AI systems or services, leaving that responsibility to regional and state consortia.” Partners must therefore document that the required resources already exist or are being acquired through institutional, state or local, industry or philanthropic commitments and will be suitable for the award’s five-year term.
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One free scan finds every outdated or missing driver and matches the right update for your exact hardware.Free scan · exact hardware matchThe NSF request can support consortium coordination, infrastructure workforce development, faculty training and course or instructional-material development. It cannot be treated as a hardware or cloud procurement budget. Put letters of commitment, cost-sharing arrangements, governance authority and an acquisition timetable beside the technical plan so reviewers can see that the proposed activities are feasible.
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Submit and prepare for NSF review
The solicitation permits submission through Research.gov or Grants.gov unless it says otherwise, and the applicable NSF PAPPG or Grants.gov guide governs the format. Reviewers use NSF’s Intellectual Merit and Broader Impacts criteria and examine governance, equitable reach across institution types, regional partnerships, workforce plans, instructional plans and whether the proposed infrastructure is adequate for the activities.
Because only one hub is expected per state or multi-state region, competing institutions should resolve leadership, geographic scope, access rules and partner roles before writing. A technically impressive proposal can still fail if its governance leaves smaller institutions without a credible path to participation.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Understand NAIRR and national provider opportunities
Use NAIRR as a potential access channel, not a guaranteed open call
NSF’s NAIRR Pilot description covers shared computing, data, software, models, training and user support for the U.S. research and education community. An initial allocation call described on the pilot page has historical dates; that page does not establish that a new call is open now. The NAIRR portal was unavailable on October 13, 2026, so check the live portal and current NSF announcements before planning around a specific call.
In a September 3, 2025 announcement, NSF reported that the NAIRR Pilot had connected more than 400 U.S. research teams and had support from 14 federal agencies and 28 private-sector and nonprofit partners. Those are dated NSF-reported scale figures, not a current count of partners, an acceptance rate or a prediction of an individual applicant’s success.
Distinguish a provider competition from a user request
NSF’s ACSS 2.0 opportunity is for an organization that wants to provide resources to national users. It is not the form an investigator uses to request GPUs for one project. The current overview says at least 90% of provisioned resource is expected to be available through open, peer-reviewed national allocation coordinated through ACCESS, NAIRR or an approved alternative. Organizations considering this route must verify the active solicitation, provider obligations and technical requirements before preparing a proposal.
Quick Recap
Use this end-to-end application checklist
- Name the outcome. Write one sentence saying whether you need project funding, shared compute, or a regional infrastructure consortium award. If you need two outcomes, create two linked but separate work plans.
- Match the opportunity. Read the live solicitation’s scope, eligibility, deadline, budget instructions and review criteria. For a Genesis Mission response, select an open NSF opportunity first and then apply the requested prefix.
- Start registrations early. Ask institutional research administration to confirm SAM, UEI, Research.gov or Grants.gov and NSF ID status. The 90-day lead time recommended by NSF is especially important for a first-time organization.
- Build the resource case. For a grant, connect compute and data needs to aims and budget. For ACCESS, quantify workload, storage, software and support and select the tier that matches readiness. For a hub, document governance, regional commitments, infrastructure financing, workforce and teaching plans.
- Run an institutional compliance check. Confirm data-management, human-subjects, export-control, cybersecurity, accessibility, cost-share and subaward requirements that apply to the chosen solicitation.
- Submit before the final hour. Give the Authorized Organizational Representative time to validate and correct the package. For Grants.gov, NSF recommends beginning at least five business days before the deadline.
- Track the result and adjust. Follow federal validation messages for a grant. For compute, respond to allocation questions and upgrade or resize the request as evidence from pilot runs improves. Recheck NAIRR and ACCESS calendars because access windows and resources can change.
Common mistakes that delay or weaken applications
- Treating a letter as a grant program: the Genesis Mission letter points to open NSF opportunities; it does not replace one.
- Assuming grant funding includes national compute: request ACCESS or another eligible allocation separately unless the solicitation explicitly provides a different mechanism.
- Applying alone for a hub: NSF 26-513 requires a state or multi-state consortium with governance and regional commitments.
- Budgeting hub hardware to NSF: the solicitation places acquisition of computing, data, software, networking, storage and cloud services with the consortium’s institutional, public, industry or philanthropic partners.
- Submitting with an unverified affiliation: ACCESS requires an organizational affiliation and matching institutional email, and international participation may require project-specific approval.
- Using stale dates: Maximize windows, NAIRR calls and open solicitations change. Confirm them in the live portal or solicitation immediately before submission.
- Giving an untestable compute estimate: translate model, data and experiment choices into processor hours, memory, storage and transfer requirements.
- Waiting until deadline day: federal systems can reject packages for administrative errors even when the scientific content is complete.
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