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TTogether AI

Together AI for Startups

Credits for fast inference and fine-tuning of open-source models

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

Platform credits for Together AI inference and fine-tuning

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

About this program

Together AI is the hosted inference layer most AI-native teams reach for when they want to serve an open-weight model in production without standing up their own GPU cluster. Llama, Mistral, Mixtral, DeepSeek, Qwen, and Gemma are the usual names; Together's platform covers both standard and dedicated inference, plus fine-tuning for several of the model families it hosts.

The startup program extends platform credits against Together AI's pay-as-you-go billing for eligible early-stage teams. Partner-routed applications (through accelerators, VC funds, and AI-focused networks) typically surface larger packages; direct applications are reviewed for teams with a concrete production use case on Together. Specific credit sizes and program durations have been revised as the product has evolved, so the current program terms are the source of truth rather than whatever your peer company received six months ago.

For most AI-native teams, Together AI sits alongside a proprietary-model provider rather than replacing one. OpenAI or Anthropic credits cover the closed-weight side; Together AI credits cover open-weight inference and fine-tuning. Teams that run on multiple models or want cost-efficient open-weight inference at scale tend to end up using Together regardless of which proprietary stack they are on.

What you get

  • Platform credits for Together AI inference and fine-tuning
  • Offer type: Credits · Software Access

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.

Stage
Pre-seed, Seed
Region
Global
Incorporation required
Yes
Together AI's product surface has shifted over time between research platform, inference marketplace, and fine-tuning service. Program terms track that evolution, so credit amounts, durations, and which specific products are included can change. Confirm the current offer on Together AI before planning around a specific number.

How to apply

  1. 1Check whether your accelerator, incubator, or lead investor has a Together AI partnership.
  2. 2If partner-routed, request an activation code through the partner's portfolio team.
  3. 3For direct applications, reach out through together.ai with company details and expected inference volume.
  4. 4After approval, apply the credit on your Together AI account and start calling the inference or fine-tuning endpoints.

Frequently asked questions

Which models does Together AI support?

Hundreds of open-source and open-weight models including the Llama family, Mistral and Mixtral, DeepSeek, Qwen, Gemma, and others, typically available for both standard and dedicated inference. Specific model availability changes as new open-weight models ship; the current catalog is on the Together AI pricing page.

What is included in the startup program?

Platform credits that apply against Together AI's inference and fine-tuning billing. Exact credit sizes and durations depend on the track you come in through and have shifted over time, so confirm the specific terms before planning around a particular figure.

How does this compare to OpenAI or Anthropic credits?

OpenAI and Anthropic credits apply against their proprietary models. Together AI credits apply against open-source and open-weight models hosted on Together's platform. Many AI-native startups layer both: closed-weight models for certain tasks, open-weight models (via Together AI, Modal, or Hugging Face) for others.

Does Together AI offer fine-tuning?

Yes. Together AI supports fine-tuning across several of the open-weight models it hosts. Credits from the startup program generally apply to both inference and fine-tuning usage; confirm coverage of specific model families with Together AI if fine-tuning a particular model is load-bearing for your stack.

T
Official page
Together AI
together.ai
Go to Together AI

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

Sources

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

  • together.ai
Benefit
Platform credits for Together AI inference and fine-tuning
Apply on Together AI

Redirects to the official Together AI page. We never intermediate applications.

Alternatives to Together AI for Startups

Other ai & ml programs founders weigh against Together AI. 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
Modal

Modal for Startups

Modal is a serverless Python platform for GPU-backed workloads: AI inference, fine-tuning, batch data jobs, and scheduled tasks. The Modal for Startups program extends platform credits to eligible AI-native teams, with partner-routed and direct-apply entry points.

Benefit
Platform credits for serverless GPU compute and data workloads
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.
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 Together AI