Which compute offer type fits my work?

Offer types to compare

These routes fit train or fine-tune a model. They follow the rules shown below. Their order is the order used across ComputeFinder, not a ranking.

Entries to investigate

The matching offer types currently map to these existing ComputeFinder records. Entries are deduplicated and alphabetical. Programme entries show their recorded region, deadline evidence and checked date before you open the full eligibility and application record. Programme mappings are application routes, not confirmation of free or funded access. Charges and conditions may apply. This is a research list, not an availability check, recommendation or ranking.

Providers (44)

• Alibaba Cloud
  Mapped through Hyperscale cloud instances
• Amazon Web Services (EC2)
  Mapped through Hyperscale cloud instances
• Canadian Sovereign AI Compute Strategy
  Mapped through National and institutional HPC, and free or funded programmes
• Cerebras
  Mapped through Chip-maker and accelerator clouds
• Cirrascale Cloud Services
  Mapped through GPU clouds and bare metal
• Civo
  Mapped through GPU clouds and bare metal
• CoreWeave
  Mapped through GPU clouds and bare metal
• Crusoe Cloud
  Mapped through GPU clouds and bare metal
• Cudo Compute
  Mapped through GPU clouds and bare metal
• Denvr Dataworks
  Mapped through GPU clouds and bare metal
• DigitalOcean GPU Droplets
  Mapped through GPU clouds and bare metal
• E2E Networks
  Mapped through GPU clouds and bare metal
• EuroHPC AI Factories
  Mapped through National and institutional HPC, and free or funded programmes
• Firmus Technologies
  Mapped through GPU clouds and bare metal
• Gcore
  Mapped through GPU clouds and bare metal
• Genesis Cloud
  Mapped through GPU clouds and bare metal
• Google Cloud (Compute Engine)
  Mapped through Hyperscale cloud instances, Chip-maker and accelerator clouds
• Groq (GroqCloud)
  Mapped through Chip-maker and accelerator clouds
• Hetzner
  Mapped through GPU clouds and bare metal
• Hot Aisle
  Mapped through GPU clouds and bare metal
• Huawei Cloud
  Mapped through Hyperscale cloud instances
• Hyperstack (NexGen Cloud)
  Mapped through GPU clouds and bare metal
• IBM Cloud
  Mapped through Hyperscale cloud instances
• Jarvislabs
  Mapped through GPU clouds and bare metal
• Lambda
  Mapped through GPU clouds and bare metal
• Latitude.sh
  Mapped through GPU clouds and bare metal
• Massed Compute
  Mapped through GPU clouds and bare metal
• Microsoft Azure
  Mapped through Hyperscale cloud instances
• Mistral Compute
  Mapped through GPU clouds and bare metal
• NAVER Cloud Platform
  Mapped through Hyperscale cloud instances
• Nebius
  Mapped through GPU clouds and bare metal
• Nscale
  Mapped through GPU clouds and bare metal
• Oracle Cloud Infrastructure
  Mapped through GPU clouds and bare metal, Hyperscale cloud instances
• OVHcloud Public Cloud GPU
  Mapped through GPU clouds and bare metal
• SambaNova
  Mapped through Chip-maker and accelerator clouds
• Scaleway
  Mapped through GPU clouds and bare metal
• Sesterce
  Mapped through GPU clouds and bare metal
• Taiga Cloud (Northern Data Group)
  Mapped through GPU clouds and bare metal
• TensorWave
  Mapped through GPU clouds and bare metal
• UK AI Research Resource (AIRR)
  Mapped through National and institutional HPC, and free or funded programmes
• US NAIRR Pilot
  Mapped through National and institutional HPC, and free or funded programmes
• Verda
  Mapped through GPU clouds and bare metal
• Voltage Park
  Mapped through GPU clouds and bare metal
• Vultr
  Mapped through GPU clouds and bare metal

Matched programme records (52)

• ARCHER2 access routes UK Public supercomputing
  Recorded deadline: Scheduled service end: 20 November 2026 at 17:00 GMT. This is not an application deadline or a guarantee of provision until that time.
  Recorded access conditions: Testing and porting allocations, subject to the service ending. The official page warns that access is scheduled to end at 17:00 GMT on 20 November 2026 and is not guaranteed afterwards.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• AWS Activate credits Global Cloud credits
  No future deadline recorded.
  Recorded access conditions: 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.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• AWS Cloud Credit for Research Global Cloud credits
  No future deadline recorded.
  Recorded access conditions: AWS promotional credit for applicable services, valid for one year or until used. The page states student awards are capped at 5,000 US dollars and that faculty and staff awards are not capped.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• BSC AI Factory access routes (MareNostrum 5) ES National AI resources
  No future deadline recorded.
  Recorded access conditions: An application route to AI-oriented HPC, subject to mode, partition availability and review.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• CINECA HPC access (including Leonardo) IT Public supercomputing
  No future deadline recorded.
  Recorded access conditions: An approved route creates a Project Account with one or more budgets for named CINECA HPC or cloud systems. That project award is not yet a personal cluster login: each user also needs a validated User Account, two-factor authentication and an active budget on the selected infrastructure.
  Checked 12 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• Clementina XXI: IPAC research-allocation information AR Public supercomputing
  No future deadline recorded.
  Recorded access conditions: Information about competitive research-project allocations on Clementina XXI. A proposal is not an allocation award or active account.
  Checked 16 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• DARI allocations for Jean Zay and GENCI systems FR Public supercomputing
  Recorded deadline: Regular-access requests: 8 February 2027 at 09:00, as displayed on eDARI when checked on 13 November 2026. The homepage does not specify the timezone.
  Recorded access conditions: Reviewed compute and storage allocations for eligible French-associated research projects.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Digital Research Alliance of Canada Rapid Access Service CA Public supercomputing
  No future deadline recorded.
  Recorded access conditions: Shared research computing and modest cloud or storage allocations. Access is conditional on account approval, project permissions and resource availability.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Digital Research Alliance of Canada Resource Allocation Competition CA Public supercomputing
  Recorded deadline: UBC records a closing date of 3 November 2026 at 23:59 EST. That window has ended.
  Recorded access conditions: Research resources beyond Rapid Access Service, subject to the competition's review and award.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• DOE ASCR Leadership Computing Challenge (ALCC) US Public supercomputing
  Recorded deadline: The 2026-2027 proposal deadline closed on 26 January 2026 at 8 p.m. ET. That allocation cycle runs from 1 July 2026 to 30 June 2027; the next call date is not yet recorded here.
  Recorded access conditions: A selected project receives a one-year allocation of node-hours on a named system at NERSC, ALCF or OLCF. The checked 2026-2027 cycle lists Frontier, Aurora, Polaris and Perlmutter. ALCC supplies computing time, not financial support for the research.
  Checked 11 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• DOE INCITE US Public supercomputing
  Recorded deadline: The 2027 new-proposal window closed 15 June 2026 at 8 p.m. EDT; the next annual call date is not yet recorded here.
  Recorded access conditions: A selected project receives time on Frontier at Oak Ridge or Aurora at Argonne, data-storage resources and assigned scientific and technical support. The allocation does not fund research labour or other project costs.
  Checked 11 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• EuroHPC AI Factories access modes EU National AI resources
  No future deadline recorded.
  Recorded access conditions: 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.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• EuroHPC AI Factories Fast Lane access EU National AI resources
  No future deadline recorded.
  Recorded access conditions: 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.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• EuroHPC AI Factories Large Scale access EU National AI resources
  Recorded 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.
  Recorded access conditions: Access for AI models and applications needing more than 50,000 GPU hours for a maximum of one year.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• EuroHPC AI Factories Playground access EU National AI resources
  No future deadline recorded.
  Recorded access conditions: 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.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• EuroHPC AI for Science and Collaborative EU Projects EU Public supercomputing
  Recorded deadline: 11 December 2026 at 10:00 CET (09:00 UTC). The 30 October cut-off has passed. Recheck the call before submitting.
  Recorded access conditions: Six-month compute allocations for AI-based scientific research and qualifying collaborative EU projects, subject to review and system availability.
  Checked 10 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• EuroHPC Benchmark and Development Access EU Public supercomputing
  Recorded 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.
  Recorded access conditions: 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.
  Checked 12 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• EuroHPC Extreme Scale Access EU Public supercomputing
  Recorded deadline: The call page still lists the passed 26 October 2026 cut-off. On 14 November 2026 it says continuously open, but its Apply now link leads to a portal marked Closed with its Register to apply button disabled. A usable next submission route and practical evaluation cut-off remain unverified; do not treat the listed 31 December 2033 date as an established next round.
  Recorded access conditions: A successful proposal receives a one-year allocation on a named EuroHPC pre-exascale or exascale system, with the compute time, data storage and support resources approved for the project. The programme provides system access rather than research funding.
  Checked 12 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• Gauss Centre for Supercomputing large-scale call (JUPITER, Hunter, SuperMUC-NG) DE Public supercomputing
  Recorded deadline: Next large-scale window: 11 January to 15 February 2027, closing at 17:00 CET. It has not opened yet.
  Recorded access conditions: Reviewed large-scale computing allocations. The next listed allocation period runs from May 2027 to April 2028.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Google Cloud research credits Global Cloud credits
  Recorded deadline: Applications are accepted on an ongoing basis. Google describes a normal six-to-eight-week review, not an approval or capacity guarantee.
  Recorded access conditions: Discretionary Google Cloud credits for an approved non-commercial research project, not cash or reserved GPU capacity.
  Checked 14 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Google Colab free tier Global Free tiers
  No future deadline recorded.
  Recorded access conditions: A hosted notebook environment with some GPU and TPU access at no charge, though availability varies and is not guaranteed.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• Google for Startups Cloud Program Global Cloud credits
  No future deadline recorded.
  Recorded access conditions: 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.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Google TPU Research Cloud Global Research grants
  No future deadline recorded.
  Recorded access conditions: Temporary free Cloud TPU quota for accepted researchers. Supporting VMs, storage and other Google Cloud services can still incur charges; the shared programme pool is not an individual allocation.
  Checked 13 November 2026. Mapped through Chip-maker and accelerator clouds, National and institutional HPC, and free or funded programmes
• HPCI research project call (Japan) JP Public supercomputing
  Recorded deadline: The official homepage confirms that online submissions for the FY2027 Period-A main call closed on 5 November 2026. No later application window is verified here.
  Recorded access conditions: A route to investigate access to Japanese high-performance computing resources. The resources and terms available to a new applicant are not established here.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Hugging Face Community GPU Grants Global Research grants
  No future deadline recorded.
  Recorded access conditions: GPU hardware support for a Space if a grant is awarded. The documentation does not establish that a grant covers a required account subscription.
  Checked 14 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Hugging Face ZeroGPU Global Free tiers
  No future deadline recorded.
  Recorded access conditions: Shared GPU time for compatible Spaces, subject to usage quotas and queues. This is not dedicated or unlimited compute.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• IndiaAI compute portal IN National AI resources
  No future deadline recorded.
  Recorded access conditions: Subsidised GPU cloud services through empanelled providers. Confirm charges, subsidy approval and covered services before committing; this is not a verified free allocation.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Jetstream2 research cloud US Public supercomputing
  No future deadline recorded.
  Recorded access conditions: Research-cloud resources within an approved allocation and applicable resource limits.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Lambda research grant Global Cloud credits
  No future deadline recorded.
  Recorded access conditions: Conditional cloud credits for qualifying researchers to develop and showcase work using Lambda Instances.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• LUMI access routes EU Public supercomputing
  No future deadline recorded.
  Recorded access conditions: Allocations of GPU hours, CPU hours and storage hours on LUMI.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• Microsoft for Startups Global Cloud credits
  No future deadline recorded.
  Recorded access conditions: Azure credits, with the page stating up to 150,000 US dollars, plus technical guidance and go-to-market support.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• NAIRR Pilot resource requests US National AI resources
  No future deadline recorded.
  Recorded access conditions: Access to computing resources, pre-trained models, datasets and educational material listed in the pilot's resource catalogue, for a twelve-month project period.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• National Computational Merit Allocation Scheme (NCMAS) AU Public supercomputing
  No future deadline recorded.
  Recorded access conditions: Merit-based computing time across the NCI and Pawsey Tier-1 facilities, covering simulation, data processing and AI or machine learning work.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• NCI Australia ADAPTER and other access routes AU Public supercomputing
  Recorded deadline: Continuous applications, with possible brief administrative pauses. The next assessment is provisionally 23 November 2026, not a submission deadline.
  Recorded access conditions: Reviewed quarterly Gadi compute with limited scratch storage. Other NCI access pathways have separate allocations and conditions.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• NERSC allocations and AY2027 call (ERCAP) US Public supercomputing
  Recorded deadline: The pre-allocation-year 2027 window closed on 5 October 2026 at 5 p.m. PDT. NERSC accepts proposals throughout the year; additional allocations may be awarded while resources remain. The next pre-allocation-year call date is not recorded here.
  Recorded access conditions: Reviewed NERSC resource allocations, subject to project approval and available resources.
  Checked 12 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• NSCC Singapore: eighth Call for Projects (2026) SG Public supercomputing
  Recorded deadline: At the 13 November 2026 source check, the guide recorded a further extended deadline of 30 October 2026 at 5:00 PM, superseding 16 and 23 October. That application window has ended. Its timezone was not stated. The ninth call is tentatively scheduled for 5 to 30 April 2027 and is a separate round.
  Recorded access conditions: Conditional HPC allocations from 2 January 2027 for approved projects. Allocated resources are charged, not free; an application does not guarantee an award or available compute.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• NSF ACCESS allocations US Public supercomputing
  Recorded deadline: Explore, Discover and Accelerate: requests accepted at any time. Maximize: 15 December 2026 to 31 January 2027 for awards starting 1 April 2027. Check the official pages before planning.
  Recorded access conditions: Free allocations of credits that can be exchanged for time on NSF-funded compute, storage and cloud resources and science gateways.
  Checked 11 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• NSF NAIRR Operations Center US National AI resources
  No future deadline recorded.
  Recorded access conditions: A coordinating centre that the page says will operate the national NAIRR portal, integrate computing, data, models and tools, and move successful pilot elements into sustained infrastructure. It is not itself an allocation call.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• NVIDIA Inception Global Cloud credits
  No future deadline recorded.
  Recorded access conditions: Free membership with training, developer tools, preferred pricing on some hardware and software, and cloud credits from NVIDIA and partners.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• Pawsey Partner Allocation Scheme 2027 AU Public supercomputing
  Recorded deadline: The listed 2027 submission window ended on 5 October 2026 at 5pm AWST. Committee meetings are listed for December 2026 and applicant notification for the week of 18 December 2026. A later call date is not recorded here.
  Recorded access conditions: The page says significant amounts of compute time for meritorious projects on the Setonix supercomputer, covering HPC simulation, data processing and AI or machine learning.
  Checked 12 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• Pawsey Preparatory Access and Fast Track schemes AU Public supercomputing
  Recorded deadline: Preparatory Access accepts applications all year. Fast Track is also open all year with quarterly cut-offs; the next general cut-off is described as the end of November for January to March allocations. Your institution may set an earlier deadline, and time-critical requests use separate handling.
  Recorded access conditions: Conditional Setonix access for porting and benchmarking under Preparatory Access, or flexible and urgent research under Fast Track. Suitability, technical review and resources determine awards; this is not guaranteed available capacity.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Pawsey PULSE Collaborations AU Research grants
  No future deadline recorded.
  Recorded access conditions: Dedicated Pawsey staff time of up to 0.20 FTE over six months to improve research computing, with possible Preparatory Access allocations for benchmarking and development.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• SINAPAD research allocations: 2026 call BR Public supercomputing
  Recorded deadline: The 2026 call states no fixed submission deadline and continuous evaluation. Recheck the official call before applying; this is not a promise of perpetual availability.
  Recorded access conditions: A proposal route for teaching, scientific and technological research. Submission is not an allocation award or active system access.
  Checked 16 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• Spanish Supercomputing Network (RES) access calls ES Public supercomputing
  Recorded deadline: The listed standard HPC/AI deadline of 15 September 2026 has passed. Standard periods begin in December and June. Fast-track has no fixed deadline but RES advises avoiding the last month of a period.
  Recorded access conditions: Reviewed shared HPC and AI resources. Fast-track jobs use non-priority capacity when workload permits.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• Swiss AI Initiative Large Grants (compute on Alps) CH Public supercomputing
  Recorded deadline: Fourth-call full proposals closed on 14 September 2026 at 17:00 CEST. No later call is verified here.
  Recorded access conditions: Access for one year to compute on the Clariden vCluster on Alps (GH200 architecture); requests can exceed 500,000 compute hours.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• Swiss national LUMI access via CSCS CH Public supercomputing
  No future deadline recorded.
  Recorded access conditions: A route to apply for LUMI computing resources, not a guaranteed allocation.
  Checked 14 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• UK AI Research Resource: AI for Science compute opportunity UK National AI resources
  No future deadline recorded.
  Recorded access conditions: Between 200,000 and 1,000,000 GPU hours on Isambard-AI or Dawn over a six-month project period; the page says no funding is provided.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• UK AI Research Resource: AI Open Access call (Isambard-AI) UK National AI resources
  No future deadline recorded.
  Recorded access conditions: Between 50,000 and 1,400,000 GPU hours on Isambard-AI over six or twelve months, with no direct funding.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• UK AI Research Resource: Cloud Access call UK Cloud credits
  No future deadline recorded.
  Recorded access conditions: Cloud credits for AI research and development with approved providers; the page states up to 400,000 pounds per project.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• UK AI Research Resource: Gateway route UK National AI resources
  Recorded deadline: UKRI lists the Gateway route as open with no closing date at the 13 November 2026 check.
  Recorded access conditions: 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.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes
• UK AI Research Resource: Innovator Route (Isambard-AI and Dawn) UK National AI resources
  No future deadline recorded.
  Recorded access conditions: Between 50,000 and 150,000 GPU hours over a six-month project period, with no funding attached; the page gives an indicative budget of 2,000,000 GPU hours across both systems.
  Checked 3 October 2026. Mapped through National and institutional HPC, and free or funded programmes
• UK AI Research Resource: Rapid Access route UK National AI resources
  No future deadline recorded.
  Recorded access conditions: 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.
  Checked 13 November 2026. Mapped through National and institutional HPC, and free or funded programmes

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