FounderDeals

Curated startup programs, credits, and official offers. Links go directly to provider pages. We never intermediate applications.

Browse

  • All programs
  • Cloud credits
  • AI credits
  • Accelerators
  • Productivity

By stage

  • Idea stage
  • Pre-seed
  • Seed
  • Series A+

© 2026 FounderDeals. Curated from public sources. Apply directly with providers.

  1. Home/
  2. Programs/
  3. Modal for Startups
Modal

Modal for Startups

Platform credits for serverless GPU compute and AI workloads

Verified April 20, 2026
CreditsSoftware AccessAI & MLCloud & InfrastructurePre-seedSeed
What you get

Platform credits for serverless GPU compute and data workloads

Best for
Pre-seed, Seed
Available in
Global
Program type
Credits
Last verified
Apr 20, 2026
Apply on Modal

About this program

Modal is the serverless GPU platform most AI-native startups reach for when they want to run Python on an H100 without provisioning a cluster. You decorate a function, Modal handles the container, the scheduler, the GPU, and the endpoint. For fine-tuning, batch inference, ML pipelines, and scheduled jobs, it has become one of the standard answers.

The startup program extends platform credits that apply directly against Modal's pay-as-you-go billing across CPUs, GPUs, and storage. Partner-routed applications through accelerators and VC funds typically carry larger credit packages; direct applications are reviewed for teams with a concrete production use case. Modal's GPU availability shifts with supply, so the specific accelerators on offer (T4 and A10 for lighter workloads, A100 and H100 for heavier ones) are worth checking on the current pricing page.

For most AI-native teams, Modal sits alongside a model provider. OpenAI or Anthropic credits cover closed-weight inference. Modal credits cover the rest: open-weight inference, fine-tuning runs, batch evaluation jobs, and anything that needs direct GPU control. Treat the program as useful headroom on the pay-as-you-go bill rather than an all-you-can-eat window.

What you get

  • Platform credits for serverless GPU compute and data workloads
  • Offer type: Credits · Software Access

Eligibility

AI-native early-stage startups using Modal for inference, fine-tuning, batch processing, or data pipelines. Most entry points run through accelerator, incubator, or VC partnerships; direct applications are reviewed for teams with a clear production use case.

Stage
Pre-seed, Seed
Region
Global
Incorporation required
Yes
Modal's pay-as-you-go model means credits translate directly into usage on GPUs, CPUs, and storage. Exact credit sizes, which GPU tiers are covered, and whether newer products (Sandboxes, endpoints, web functions) are fully included can shift as the product surface grows. Verify on Modal's startup page or with your partner before planning around a specific figure.

How to apply

  1. 1Check whether your accelerator, incubator, or lead investor has a Modal partnership.
  2. 2If partner-routed, request an activation link or credit code from their portfolio team.
  3. 3For direct applications, reach out through modal.com with company details, expected workloads, and GPU needs.
  4. 4After approval, create a Modal workspace, apply the credit in billing, and deploy your first function.

Frequently asked questions

What does Modal actually do?

Modal lets you run any Python function in the cloud by decorating it. You define the container image, the hardware (CPU, T4, A10, A100, H100), and the function signature; Modal handles scheduling, autoscaling, storage, and endpoints. It is used most often for AI inference, fine-tuning, batch data processing, ML pipelines, and scheduled jobs.

Is the program direct-apply or partner-routed?

Both paths exist. Partner-routed applications through accelerators and VC funds typically carry larger credit packages. Direct applications are reviewed for teams with a clear production use case on Modal. The current entry points are on Modal's startups page.

What GPUs are available on Modal?

Modal has historically supported a range of NVIDIA GPUs, including T4, A10, A100, and H100 tiers. GPU availability and pricing tiers shift as supply shifts; check Modal's pricing page for the current mix and any newer accelerators that have come online.

Can I use Modal for production inference?

Yes. Modal autoscales and supports production-grade web endpoints. The platform is used by AI-native startups for both batch training and live inference workloads. Most teams layer Modal alongside a model provider (OpenAI, Anthropic) or open-model host (Together AI, Hugging Face) depending on the task.

Official page
Modal
modal.com
Go to Modal

You'll be redirected to Modal to apply. FounderDeals never handles applications.

Sources

We link to public pages from Modal. Details may change. Always confirm on the official page.

  • modal.com
  • modal.com
Benefit
Platform credits for serverless GPU compute and data workloads
Apply on Modal

Redirects to the official Modal page. We never intermediate applications.

Alternatives to Modal for Startups

Other ai & ml programs founders weigh against Modal. Each links out to the provider's official page.

Weights & Biases

Weights & Biases for Startups

Weights & Biases for Startups provides platform credits across W&B's experiment tracking (Models), LLM observability and evaluation (Weave), Reports, and model registry for eligible AI-native early-stage teams. Benefits are routed through accelerators, incubators, and VC partnerships, with credit allocations and product coverage depending on the partner track.

Benefit
Platform credits for experiment tracking, LLM evaluation, and model registry
Eligibility
Early-stage AI-native startups building on open or closed-weight models, from classical ML pipelines to LLM application development. Most entry points run through accelerator, incubator, or VC partnerships, though W&B's free personal plan is available to any team for small-scale use.
Credits
AI & ML·Pre-seed, Seed
Verified Apr 20, 2026
T
Together AI

Together AI for Startups

Together AI runs a fast-inference platform for hundreds of open-source and open-weight models, plus a fine-tuning service. The Together AI for Startups program extends platform credits to eligible AI-native teams, typically routed through accelerator and VC partnerships with direct applications considered.

Benefit
Platform credits for Together AI inference and fine-tuning
Eligibility
AI-native early-stage startups building products on open-source models. Entry points include accelerator and VC partner routes as well as direct applications for teams with concrete production use cases.
Credits
AI & ML·Pre-seed, Seed
Verified Apr 20, 2026
Anthropic

Claude for Startups

Anthropic offers Claude API credits and partner programs to startups, typically delivered through accelerator partners and direct founder programs.

Benefit
Claude API credits (amount varies by program)
Eligibility
Typically for pre-seed to Series A startups building AI products; eligibility often tied to accelerator or VC partnership.
Credits
AI & ML·Pre-seed, Seed
Verified Apr 8, 2026
Apply on Modal