Researcher
Start with ACCESS Explore for eligible US research, AIRR Gateway for UK AI testing, or EuroHPC AI for Science for eligible European research. Check each route's organisation and country rules.
Democratising compute
Free and funded compute
Find a practical route to compute through research allocations, startup credits or free notebooks. Start with your situation, then check eligibility and the official next step.
Student or individual
Try interactive code in Colab's free notebooks. Eligible US graduate students can also lead an ACCESS Explore project; undergraduates need an eligible lead.
Startup
Compare UK AIRR, European AI Factories and cloud-credit programmes. Region, company stage, workload and billing conditions determine which fits.
Upcoming application window
Upcoming window: GCS next large-scale application window Checked 13 November 2026.
Researchers at German universities and publicly funded German research institutions. Prepare for the official window from 11 January to 15 February 2027, closing at 17:00 CET; the allocation period is May 2027 to April 2028.
This forthcoming large-scale window is separate from rolling regular or preparation routes. Awards depend on scientific and technical review. Official source and next step
Upcoming window: ACCESS Maximize: next request window Checked 13 November 2026.
Researchers preparing a large resource request. Prepare for the 15 December 2026 to 31 January 2027 submission window; awards are scheduled to start on 1 April 2027.
The 13 November check predates this window. Smaller ACCESS project types have separate application routes. Official source and next step
Compare the programme directory
52 programme records, with open routes first, unverified records clearly marked, and closed calls below. Status checks are separate from older programme detail dates. Open status needs another check after 30 days; a forthcoming window is not automatically declared open when its start date arrives.
Credits and allocations are not cash or guaranteed hardware. Some routes require billing accounts or a paid plan; some allocations charge for resources. Check covered services, expiry, charges and eligibility before committing.
Need help choosing? Use the funded-access chooser, finance and access guide or services and support.
Region is the programme's recorded region, not a decision about your eligibility. Audience filters cover the source-checked starting routes, not every possible eligible programme. Clear that filter to explore the full directory. Read each programme's eligibility and current terms.
Showing 11 of 52 programmes.
Compare recorded eligibility and resources below. Open a programme record for its full evidence, application steps and limits, then confirm current conditions with the official programme.
Open at latest check
Application status is dated below. Open applications do not guarantee an award, your eligibility or available hardware.
National AI resource
| Programme and recorded region | Who can apply | Recorded resources | Evidence and next step |
|---|---|---|---|
| EuroHPC AI Factories access modes EU Open at latest check | AI SMEs and startups for industrial innovation, and public or private users doing publicly funded research, plus industry in Horizon Europe or Digital Europe collaborative projects, for science. | Free access for eligible users to AI Factory resources, with Playground, Fast Lane (up to 50,000 GPU hours, per the page) and Large Scale tiers on the industrial track. | Read eligibility, application steps and limits Check the official programme EuroHPC AI Factories Playground: Submit the short application through the official access route; applications can be made at any time and receive eligibility and technical checks. Source Status checked 13 November 2026: open at latest check. EuroHPC AI Factories Fast Lane: Use the official permanent call and select a suitable AI Factory. Source Status checked 13 November 2026: open at latest check. Programme details checked 3 October 2026. The application-status and programme-detail checks have separate dates. |
| UK AI Research Resource: Gateway route UK Open at latest check | UK-based researchers at UK registered businesses of any size, charities, not-for-profits and UKRI-eligible research organisations. The project lead needs a contract longer than the proposed project. | Up to 10,000 GPU hours on Isambard-AI or Zenith for first-time users, testing and benchmarking, with no cash funding and a three-month use period. Confirm the exact start and expiry in the award terms. | Read eligibility, application steps and limits Check the official programme UK AIRR Gateway: Read the Gateway guidance and submit a self-contained application through AIRRPortal. UKRI lists no closing date. Source Status checked 13 November 2026: open at latest check. Programme details checked 13 November 2026. The application-status and programme-detail checks have separate dates. |
| UK AI Research Resource: Rapid Access route UK Open at latest check | UK registered micro, small or medium-sized businesses with a Companies House number. | 20,000 GPU hours on Isambard-AI or Zenith, with no funding attached and a three-month use period. Confirm the exact start and expiry in the award terms. | Read eligibility, application steps and limits Check the official programme UK AIRR Rapid Access: Read the eligibility guidance and apply through AIRRPortal for Isambard-AI or Zenith. Source Status checked 13 November 2026: open at latest check. Programme details checked 13 November 2026. The application-status and programme-detail checks have separate dates. |
| EuroHPC AI Factories Playground access EU Open at latest check | SMEs, startups and entry level users. | Rapid first-in-first-out access to AI Factory resources, with entry within two working days and onboarding support for newcomers, per the access calls page. | Read eligibility, application steps and limits Check the official programme EuroHPC Playground: Submit a short proposal through the official access portal. The call accepts applications at any time, subject to eligibility and technical assessment. Source Status checked 13 November 2026: open at latest check. Programme details checked 3 October 2026. The application-status and programme-detail checks have separate dates. |
| EuroHPC AI Factories Large Scale access EU Open at latest check | Industrial AI applicants with large-scale requirements; check the applicable eligibility conditions. | Access for AI models and applications needing more than 50,000 GPU hours for a maximum of one year. | Read eligibility, application steps and limits Check the official programme EuroHPC AI Factories Large Scale: The next listed assessment cut-off after this evening's check is 30 November 2026 at 10:00 CET. Follow the official proposal process. Source Status checked 13 November 2026: open at latest check. Programme details checked 13 November 2026. The application-status and programme-detail checks have separate dates. |
| EuroHPC AI Factories Fast Lane access EU Open at latest check | SMEs and startups with familiarity with HPC systems and AI-focused activities who need medium-sized allocations. | Allocations of up to 50,000 GPU hours on a single system for 1, 2 or 3 months, with technical help from the hosting AI Factory. | Read eligibility, application steps and limits Check the official programme EuroHPC Fast Lane: Check available systems and submit through the EuroHPC access portal; the call uses a permanent application model. Source Status checked 13 November 2026: open at latest check. Programme details checked 3 October 2026. The application-status and programme-detail checks have separate dates. |
Full recorded evidence and application steps for national ai resource
EuroHPC AI Factories access modes
Read the programme evidence and access steps
Who can apply: AI SMEs and startups for industrial innovation, and public or private users doing publicly funded research, plus industry in Horizon Europe or Digital Europe collaborative projects, for science.
What you get: Free access for eligible users to AI Factory resources, with Playground, Fast Lane (up to 50,000 GPU hours, per the page) and Large Scale tiers on the industrial track.
How to apply: Apply through the EuroHPC access portal named on the AI Factories access modes page.
Open at latest check: EuroHPC AI Factories Playground Checked 13 November 2026.
European SMEs and startups trying AI supercomputing for the first time. Submit the short application through the official access route; applications can be made at any time and receive eligibility and technical checks.
Academia and public-sector users should use AI for Science instead. MareNostrum5 ACC and MeluXina GPU are currently unavailable for this mode; the advertised turnaround is not guaranteed hardware. Official source and next step
Open at latest check: EuroHPC AI Factories Fast Lane Checked 13 November 2026.
Industrial AI applicants already familiar with HPC and needing a medium allocation. Use the official permanent call and select a suitable AI Factory.
MareNostrum5 ACC, Jupiter Booster, Arrhenius GPU and MeluXina GPU are currently unavailable for this mode. Academia and public-sector users should use AI for Science; an application does not reserve a GPU. Official source and next step
No future deadline recorded
- The page describes two tracks, AI for Industrial Innovation and AI for Science, and says other industrial organisations can use commercial pay-per-use options. Source
- The page does not state application deadlines and points applicants to the related documents or helpdesk for call dates. Source
Checked 3 October 2026. Terms change, so read the programme page before you apply.
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UK AI Research Resource: Gateway route
Read the programme evidence and access steps
Who can apply: UK-based researchers at UK registered businesses of any size, charities, not-for-profits and UKRI-eligible research organisations. The project lead needs a contract longer than the proposed project.
What you get: Up to 10,000 GPU hours on Isambard-AI or Zenith for first-time users, testing and benchmarking, with no cash funding and a three-month use period. Confirm the exact start and expiry in the award terms.
How to apply: Submit an online form and supporting documents through the AIRR Portal; applications must be self-contained with no external links.
Open at latest check: UK AIRR Gateway Checked 13 November 2026.
UK-based researchers at eligible research organisations, businesses, charities or not-for-profits, testing or benchmarking AI work. Read the Gateway guidance and submit a self-contained application through AIRRPortal. UKRI lists no closing date.
A project lead needs a contract longer than the project. Compute is provided rather than cash; non-academic project-cost and subsidy conditions apply. Confirm the award's start and expiry. Official source and next step
Deadline UKRI lists the Gateway route as open with no closing date at the 13 November 2026 check.
- The UKRI opportunity is open with no closing date and points applicants to AIRRPortal. Source
- Applications normally receive a light-touch review each month, with a target maximum of two months from submission to resource access. Source
- The guidance names airr@ukri.org for questions and was last updated on 28 September 2026. Source
Checked 13 November 2026. Terms change, so read the programme page before you apply.
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UK AI Research Resource: Rapid Access route
Read the programme evidence and access steps
Who can apply: UK registered micro, small or medium-sized businesses with a Companies House number.
What you get: 20,000 GPU hours on Isambard-AI or Zenith, with no funding attached and a three-month use period. Confirm the exact start and expiry in the award terms.
How to apply: Apply through the AIRR Portal with the required supporting documents.
Open at latest check: UK AIRR Rapid Access Checked 13 November 2026.
UK-registered micro, small and medium businesses developing AI products before market launch. Read the eligibility guidance and apply through AIRRPortal for Isambard-AI or Zenith.
Compute only, with no cash funding. A Companies House number is required; project and subsidy conditions apply. No closing date is listed. Official source and next step
No future deadline recorded
- The opportunity is open with no closing date. UKRI aims to assess applications weekly, with a maximum time to resource access of two weeks after submission. Source
- It supports feasibility studies, industrial research and experimental development. Source
Checked 13 November 2026. Terms change, so read the programme page before you apply.
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EuroHPC AI Factories Playground access
Read the programme evidence and access steps
Who can apply: SMEs, startups and entry level users.
What you get: Rapid first-in-first-out access to AI Factory resources, with entry within two working days and onboarding support for newcomers, per the access calls page.
How to apply: Apply through the EuroHPC access calls page for AI Factories.
Open at latest check: EuroHPC Playground Checked 13 November 2026.
European SMEs and startups new to AI supercomputing or with smaller workloads. Submit a short proposal through the official access portal. The call accepts applications at any time, subject to eligibility and technical assessment.
Some systems are unavailable because of demand. Academic and public-sector users are directed to the separate AI for Science route. Official source and next step
No future deadline recorded
- The call is listed as open and the page gives no opening date or deadline. Source
- The EuroHPC AI Factories page describes free, customised support and says the network has 19 AI Factories and 13 AI Factory Antennas. Source
Checked 3 October 2026. Terms change, so read the programme page before you apply.
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EuroHPC AI Factories Large Scale access
Read the programme evidence and access steps
Who can apply: Industrial AI applicants with large-scale requirements; check the applicable eligibility conditions.
What you get: Access for AI models and applications needing more than 50,000 GPU hours for a maximum of one year.
How to apply: Use the dedicated Large Scale call and its official proposal route.
Open at latest check: EuroHPC AI Factories Large Scale Checked 13 November 2026.
Industrial AI projects needing more than 50,000 GPU hours. The next listed assessment cut-off after this evening's check is 30 November 2026 at 10:00 CET. Follow the official proposal process.
The 13 November morning cut-off has passed. MareNostrum and LUMI-G are currently unavailable for new allocations. This is reviewed access, not instant capacity or a cash award. Official source and next step
Deadline Next assessment cut-off after the evening 13 November check: 30 November 2026 at 10:00 CET. The earlier 13 November cut-off has passed.
- The dedicated call is open with multiple cut-offs, including 30 November 2026 at 10:00 CET. Source
Checked 13 November 2026. Terms change, so read the programme page before you apply.
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EuroHPC AI Factories Fast Lane access
Read the programme evidence and access steps
Who can apply: SMEs and startups with familiarity with HPC systems and AI-focused activities who need medium-sized allocations.
What you get: Allocations of up to 50,000 GPU hours on a single system for 1, 2 or 3 months, with technical help from the hosting AI Factory.
How to apply: Submit through the EuroHPC access portal; applications are processed first in, first out.
Open at latest check: EuroHPC Fast Lane Checked 13 November 2026.
Industry users familiar with HPC who need a medium-sized AI allocation. Check available systems and submit through the EuroHPC access portal; the call uses a permanent application model.
System availability is restricted by demand. Academic and public-sector users should use the separate AI for Science route. Official source and next step
No future deadline recorded
- The page states approval within 4 working days and first in, first out processing, and lists no deadline. Source
- LUMI's AI Factories access calls page says industrial innovation modes are free for AI SMEs and startups pursuing innovation, while other commercial use is pay-per-use. Source
Checked 3 October 2026. Terms change, so read the programme page before you apply.
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Public supercomputing
| Programme and recorded region | Who can apply | Recorded resources | Evidence and next step |
|---|---|---|---|
| EuroHPC Benchmark and Development Access EU Open at latest check | Researchers from academia and research institutes, public authorities and industry may apply, subject to the applicant-type conditions in the selected call. Country eligibility depends on which EU programme funded the requested system, so a country eligible for one machine is not automatically eligible for every machine. | Benchmark Access provides a limited node-hour allocation for up to three months to collect performance evidence or test a method before a larger request. Development Access provides a small-to-medium allocation for up to 12 months to develop and validate code, algorithms, workflows, training or AI methods rather than run large-scale production work. | Read eligibility, application steps and limits Check the official programme EuroHPC Benchmark Access: Choose Benchmark for testing an application, check applicant and system eligibility, then apply through the official portal. The next listed monthly cut-off is 1 December 2026 at 10:00 CET. Source Status checked 13 November 2026: open at latest check. EuroHPC Development Access: Choose Development, check applicant and system eligibility, and submit through the official portal. The next listed monthly cut-off is 1 December 2026 at 10:00 CET. Source Status checked 13 November 2026: open at latest check. Programme details checked 12 October 2026. The application-status and programme-detail checks have separate dates. |
Full recorded evidence and application steps for public supercomputing
EuroHPC Benchmark and Development Access
Read the programme evidence and access steps
Who can apply: Researchers from academia and research institutes, public authorities and industry may apply, subject to the applicant-type conditions in the selected call. Country eligibility depends on which EU programme funded the requested system, so a country eligible for one machine is not automatically eligible for every machine.
What you get: Benchmark Access provides a limited node-hour allocation for up to three months to collect performance evidence or test a method before a larger request. Development Access provides a small-to-medium allocation for up to 12 months to develop and validate code, algorithms, workflows, training or AI methods rather than run large-scale production work.
How to apply: Choose Benchmark when the result is performance or feasibility evidence for a later access proposal; choose Development when the work is code, algorithm or workflow development. Select a participating system and submit the route's light technical request through the EuroHPC peer-review portal. EuroHPC checks eligibility, then the hosting entity assesses relevance and feasibility before an allocation is made.
Open at latest check: EuroHPC Benchmark Access Checked 13 November 2026.
Researchers and HPC developers collecting scaling or feasibility evidence for a larger compute request. Choose Benchmark for testing an application, check applicant and system eligibility, then apply through the official portal. The next listed monthly cut-off is 1 December 2026 at 10:00 CET.
Allocations last at most three months and depend on monthly resource quotas and assessment. This is preparation access, not assured production capacity. Recheck status on the cut-off day. Official source and next step
Open at latest check: EuroHPC Development Access Checked 13 November 2026.
Researchers and HPC developers porting, improving or validating code and AI methods before a larger application. Choose Development, check applicant and system eligibility, and submit through the official portal. The next listed monthly cut-off is 1 December 2026 at 10:00 CET.
The call lists one-year allocations, subject to assessment and monthly quotas. Published access-time descriptions differ from detailed applicant documents; confirm the actual start date. Recheck status on the cut-off day. Official source and next step
Deadline At the call-page metadata check recorded in the note, both calls were marked Open and listed 1 December 2026 at 10:00 CET as the next future cut-off. Applications remain open between monthly cut-offs; recheck the chosen official call and system before submitting.
- Benchmark is for code scalability, performance data or method tests, including AI application tests, that document feasibility for a later Extreme Scale or Regular Access proposal. Its allocation period may be up to three months. Source
- Development is for code and algorithm development, workflows, HPC training and AI methods that need validation before a larger access request. The current call page records a one-year allocation period; the current Access Policy states up to 12 months with no extension. Source
- At the 12 October 2026 source check, the pages listed the next monthly cut-off as 1 November 2026 at 10:00 CET. That recorded cut-off has passed. The detailed applicant documents put review and decision at up to two weeks and access start at up to two to three weeks after the cut-off. The live call pages instead describe access as up to two to three weeks after submission. This retained timing disagreement is supplemented by the separate, limited metadata check in the note; applicants should verify the actual start date for the chosen route. Source
- The simplified review is an eligibility check followed by a hosting-entity technical assessment of relevance and feasibility. Requests that pass are allocated access, but a published call does not prove current capacity: participating systems and node hours vary by cut-off, and suitable proposals can be limited by the monthly resource quota. Source
- An allocation decision is not yet an active account. Awardees must confirm that they are ready and available for the stated period before access is provided, and successful projects must submit a short outcome report after the allocation. Source
- Public-research project leaders need an employment contract lasting at least three months beyond the allocation. Private-company applicants also need a qualifying head office or substantial research and development activity, the same employment-duration boundary and solely open research and development use. Source
Linked European Union / EuroHPC Joint Undertaking sources: CC BY 4.0 for the selected EU-owned metadata; third-party and other rights retained. The limited 6 November 2026 status, cut-off, route and timing account is shortened and adapted by ComputeFinder from the linked EuroHPC originals under the Commission legal notice (https://commission.europa.eu/legal-notice_en). No endorsement or warranty. No source table, node-hour total, template, image, mark, third-party work or dataset is reproduced. This is not a blanket or recurring-use grant, or a refresh of the older eligibility and policy evidence.
Checked 12 October 2026. Terms change, so read the programme page before you apply.
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Cloud credits
| Programme and recorded region | Who can apply | Recorded resources | Evidence and next step |
|---|---|---|---|
| Google for Startups Cloud Program Global Open at latest check | Product startups meeting the chosen tier criteria. The current programme describes Start and funded pre-seed to Series A routes; company age, funding, region and previous credits affect acceptance. | Google Cloud credits and support, conditional on programme tier and acceptance. Check the current tier terms rather than treating an advertised maximum as an award. | Read eligibility, application steps and limits Check the official programme Google for Startups Cloud Program: Prepare a business website, matching business email and Google Cloud billing account ID, then choose the appropriate application tier. Source Status checked 13 November 2026: open at latest check. Programme details checked 13 November 2026. The application-status and programme-detail checks have separate dates. |
| AWS Activate credits Global Open at latest check | Pre-Series B startups founded within the last ten years with an AWS account on the paid tier plan. | AWS credits by tier; the page states from 1,000 US dollars for self-funded founders and up to 200,000 US dollars for the Portfolio tier. | Read eligibility, application steps and limits Check the official programme AWS Activate: Choose the self-funded or provider-backed route. Provider-backed applications need an Activate Provider organisation ID. Source Status checked 13 November 2026: open at latest check. Programme details checked 3 October 2026. The application-status and programme-detail checks have separate dates. |
| Microsoft for Startups Global Open at latest check | Startup founders and leaders; the page gives no further eligibility detail. | Azure credits, with the page stating up to 150,000 US dollars, plus technical guidance and go-to-market support. | Read eligibility, application steps and limits Check the official programme Microsoft for Startups: Use the official Get started route and check the enrolment conditions shown for your company. Source Status checked 13 November 2026: open at latest check. Programme details checked 3 October 2026. The application-status and programme-detail checks have separate dates. |
| NVIDIA Inception Global Open at latest check | Incorporated companies under ten years old with a working website and at least one developer; consultancies, crypto-linked firms, cloud providers, resellers and public companies are excluded. | Free membership with training, developer tools, preferred pricing on some hardware and software, and cloud credits from NVIDIA and partners. | Read eligibility, application steps and limits Check the official programme NVIDIA Inception membership applications: Apply with your business and product details. NVIDIA says there are no application deadlines or cohorts and reviews applications. Source Status checked 13 November 2026: open at latest check. Programme details checked 3 October 2026. The application-status and programme-detail checks have separate dates. |
Full recorded evidence and application steps for cloud credits
Google for Startups Cloud Program
Read the programme evidence and access steps
Who can apply: Product startups meeting the chosen tier criteria. The current programme describes Start and funded pre-seed to Series A routes; company age, funding, region and previous credits affect acceptance.
What you get: Google Cloud credits and support, conditional on programme tier and acceptance. Check the current tier terms rather than treating an advertised maximum as an award.
How to apply: Use the Apply now button for your stage on the programme page.
Open at latest check: Google for Startups Cloud Program Checked 13 November 2026.
Product startups meeting the programme tier and regional requirements. Prepare a business website, matching business email and Google Cloud billing account ID, then choose the appropriate application tier.
Acceptance depends on company age, funding, business model and prior credits. Credits cover eligible services and do not reserve GPU capacity. Official source and next step
No future deadline recorded
- The current programme lists Start and funded Scale and Scale AI tiers, with different eligibility requirements. Source
- Applications require a billing account ID, an active business website and matching business email; acceptance is at Google Cloud's discretion. Source
Checked 13 November 2026. Terms change, so read the programme page before you apply.
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AWS Activate credits
Read the programme evidence and access steps
Who can apply: Pre-Series B startups founded within the last ten years with an AWS account on the paid tier plan.
What you get: AWS credits by tier; the page states from 1,000 US dollars for self-funded founders and up to 200,000 US dollars for the Portfolio tier.
How to apply: Create an AWS Builder ID, pick your tier, complete the startup profile, then link your AWS account and submit.
Open at latest check: AWS Activate Checked 13 November 2026.
Pre-Series B startups founded within the last ten years. Choose the self-funded or provider-backed route. Provider-backed applications need an Activate Provider organisation ID.
AWS requires an account on its paid tier plan. Credits are conditional, not cash or guaranteed GPU capacity; check covered services, expiry and billing before use. Official source and next step
No future deadline recorded
- Applicants typically receive a decision within five to ten business days, according to the page. Source
- The Portfolio tier needs an Organization ID from an Activate Provider, and a separate AI startups tier is listed as invite-only. Source
Checked 3 October 2026. Terms change, so read the programme page before you apply.
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Microsoft for Startups
Read the programme evidence and access steps
Who can apply: Startup founders and leaders; the page gives no further eligibility detail.
What you get: Azure credits, with the page stating up to 150,000 US dollars, plus technical guidance and go-to-market support.
How to apply: Select Get started now on the programme page and enrol through the startups portal.
Open at latest check: Microsoft for Startups Checked 13 November 2026.
Startup founders looking for Azure credits and technical support. Use the official Get started route and check the enrolment conditions shown for your company.
The public page offers enrolment, not a guaranteed award or particular GPU. Confirm credit coverage, expiry and billing terms before use. Official source and next step
No future deadline recorded
- The page says credits apply to Azure services from early development through production workloads. Source
Checked 3 October 2026. Terms change, so read the programme page before you apply.
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NVIDIA Inception
Read the programme evidence and access steps
Who can apply: Incorporated companies under ten years old with a working website and at least one developer; consultancies, crypto-linked firms, cloud providers, resellers and public companies are excluded.
What you get: Free membership with training, developer tools, preferred pricing on some hardware and software, and cloud credits from NVIDIA and partners.
How to apply: Submit an application with business and product details through the NVIDIA portal.
Open at latest check: NVIDIA Inception membership applications Checked 13 November 2026.
AI startups seeking NVIDIA's development ecosystem and partner benefits. Apply with your business and product details. NVIDIA says there are no application deadlines or cohorts and reviews applications.
Free programme membership does not guarantee acceptance, a particular cloud-credit offer, investment or GPU capacity. Check the membership and individual benefit conditions. Official source and next step
No future deadline recorded
- The page states there are no application fees, membership fees or equity requirements. Source
- There are no deadlines or cohorts, so applications can be made at any time. Source
Checked 3 October 2026. Terms change, so read the programme page before you apply.
Check current status and next steps
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