21 of 89 programs · Credits / AI & ML Credits

AI & ML Credits for Startups

Inference and training credits from AI labs and platforms — Anthropic, OpenAI, Cohere, Hugging Face and the modern AI stack.

Provides up to $200,000 in credits for cloud services and infrastructure.

Offers up to $150,000 in Azure credits for cloud services and development tools.

IBM logo
IBM
Cloud
$120,000

Provides up to $120,000 cloud credits for cloud services and AI.

AWS logo
AWS
Cloud
$100,000

Offers up to $100,000 in AWS credits for cloud infrastructure, AI model credits via Bedrock, and up to $1M for select accelerator cohorts.

Offers $25,000 to $100,000+ in Claude API credits for startups depending on stage.

Provides up to $50,000 in credits for data and AI workloads.

AI acceleration cloud offering tiered platform credits up to $50K plus dedicated AI engineering support for inference, fine-tuning, and clusters.

Provides approximately €30,000 in credits for La Plateforme plus cohort mentorship through their 6-month startup program.

Serverless GPU and CPU compute platform offering early-stage AI startups up to $25K in credits, engineering support, and a founder community.

Fast-inference platform offering AI-native startups build credits, higher rate limits, and applied-engineer support to ship generative AI on open-weight models.

Run open-weight AI models via API with per-second billing; startups can claim inference credits with no VC referral required.

Grants 6 months of Enterprise Pro (up to 50 seats) plus $5,000 in API credits for AI-powered search integration.

Up to $5,000 in OpenAI API credits — including the GPT-4o and ChatGPT API models — for venture-backed startups through OpenAI for Startups.

33 million characters of audio generation (680+ hours) over 12 months for startups with fewer than 25 employees.

ML experiment tracking and LLM evaluation platform offering startups discounted Pro access, mainly through Microsoft and Google Cloud partner programs.

Open-source AI hub offering startups free PRO access for a limited time, distributed via partner perk marketplaces and promo codes.

Offers discounted enterprise AI pricing (up to 25% off) and grant access through Cohere Labs for early-stage startups.

Offers usage credits, discounts, Pro support, and access to all regions for vector database infrastructure.

Offers expanded Atlas credits, Voyage AI tokens, and go-to-market support for startups building on MongoDB.

Grants free usage credits plus 6-month accelerator with GTM support for startups building on the Snowflake data cloud.

Provides startup credits for serverless hosting and deployment, with multi-vendor credit pools through their AI Accelerator.

Showing all 21 programs. Last updated July 2026.

Frequently asked questions

What ai & ml credits are available for startups?

Credit for Startups lists 21 ai & ml credits programs, including Google Cloud, Microsoft, IBM, AWS, worth up to $350,000. Browse the list to compare value, eligibility, and how to apply.

Do I need to be VC-backed to qualify?

Not always. Some programs are open to bootstrapped founders; others require a VC or accelerator referral. Each listing shows its referral requirement and application difficulty — or use the Get Matched tool to filter to programs that fit your startup.

How do I apply?

Pick a program, review its eligibility and step-by-step "how to apply" on its page, then apply directly through the provider. It's free to apply, and we're an independent directory — not affiliated with the programs listed.

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