22 of 75 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.

Up to $200,000 in Google Cloud credits over 2 years for Seed to Series A startups, up to $350,000 on the AI track, and $2,000 for pre-funded startups.

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AWS logo
AWS
Cloud
$200,000

Up to $200,000 in AWS credits through AWS Activate. Self-funded startups can get up to $5,000; startups backed by an Activate Provider can get up to $200,000. Credits also cover third-party models on Amazon Bedrock.

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Databricks for Startups gives early-stage venture-backed startups up to $200,000 in credits across Databricks and Neon.

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Microsoft for Startups: $200 in Azure credits at signup, $5K after business verification, scaling up to $150K as Azure usage grows; investor-referred startups get a $1K starter grant and review for up to $150K. Pre-seed to Series B B2B startups.

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Claude for Startups: a free year of Claude Team, $1,000 in Claude API credits, higher rate limits and up to $45K in partner offers for startups founded in the last five years or funded in the last two. Bootstrapped founders qualify. Partner-VC-backed teams can get up to $100K more in API credits.

Open to All

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

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Vercel for Startups: up to $30,000 in Vercel usage credit (valid up to 1 year) plus Enterprise-tier access, for Series A-or-earlier startups backed by an approved Vercel Startups Partner, applying within 12 months of their last round.

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Unified AI inference API for image, video, audio, LLM, and 3D generation, offering up to $30K in API credits through its Grant Program for early-stage teams building on Runware.

Open to All

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

VC-Backed

Neo4j's Startup Program gives early-stage teams Aura credits for a fully managed, production-ready graph database, plus technical enablement and go-to-market support for building GraphRAG and AI apps.

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

VC-Backed

33 million characters (over 680 hours of Agents usage) for 12 months, worth $5,500+, for startups with fewer than 25 employees.

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3 months of Enterprise Pro (up to 50 seats) plus $5,000 in API credits for startups affiliated with an approved Perplexity startup partner.

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Distributed GPU cloud running inference and batch workloads on 60,000+ consumer GPUs at a fraction of hyperscaler pricing. Startups get $1,000 in SaladCloud credit valid for 24 months, rising to $5,000 with a published case study.

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

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

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OpenAI has no public self-serve credit application. Startups get API credits through an OpenAI partner VC (OpenAI names Thrive, Sequoia, a16z, Kleiner Perkins and Conviction) with a referral code. OpenAI does not publish the credit amount.

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

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

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MongoDB for Startups gives Atlas credits, Voyage AI access and go-to-market support across four tiers: Inspire (self-funded), Grow (early-funded), Innovate (venture-funded) and Scale.

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Snowflake runs several startup routes: a Startup Package with free usage on your first contract, a 6-month Startup Accelerator for customer-facing apps on the AI Data Cloud, free usage for portfolio companies of select VCs, and the Startup Challenge with up to $1M in investment.

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Fireworks for Startups gives venture-backed startups (over $500K raised, before Series D) credits for its fast-inference platform. Fireworks does not publish the credit amount.

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Showing all 22 programs. Last updated October 2026.

Frequently asked questions

What ai & ml credits are available for startups?

Credit for Startups lists 22 ai & ml credits programs, including Google Cloud, AWS, Databricks, Microsoft, 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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