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.
Inference and training credits from AI labs and platforms — Anthropic, OpenAI, Cohere, Hugging Face and the modern AI stack.
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| Tool | Potential Value | Description |
Approval Index
|
Action |
|---|---|---|---|---|
Google Cloud
Cloud
|
$350,000 |
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. |
|
|
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. |
|
|
Databricks
Data & AI
|
$200,000 |
Databricks for Startups gives early-stage venture-backed startups up to $200,000 in credits across Databricks and Neon. |
|
|
Microsoft
Cloud
|
$150,000 |
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. |
|
|
Anthropic
AI models / API
|
$100,000 |
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. |
|
|
|
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|
||||
Together AI
AI / Infrastructure
|
$50,000 |
AI acceleration cloud offering tiered platform credits up to $50K plus dedicated AI engineering support for inference, fine-tuning, and clusters. |
|
|
Vercel
Hosting / AI
|
$30,000 |
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. |
|
|
Runware
Partner
AI / Infrastructure
|
$30,000 |
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. |
|
|
Modal
AI / Infrastructure
|
$25,000 |
Serverless GPU and CPU compute platform offering early-stage AI startups up to $25K in credits, engineering support, and a founder community. |
|
|
|
Neo4j
Partner
Database / AI
|
$16,000 |
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. |
|
|
Replicate
AI / Infrastructure
|
$10,000 |
Run open-weight AI models via API with per-second billing; startups can claim inference credits with no VC referral required. |
|
|
ElevenLabs
AI voice
|
$5,500+ |
33 million characters (over 680 hours of Agents usage) for 12 months, worth $5,500+, for startups with fewer than 25 employees. |
|
|
Perplexity AI
AI search / API
|
$5,000 |
3 months of Enterprise Pro (up to 50 seats) plus $5,000 in API credits for startups affiliated with an approved Perplexity startup partner. |
|
|
|
Salad
Partner
Cloud / GPU Compute
|
$5,000 |
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. |
|
|
Weights & Biases
AI / Infrastructure
|
$3,000 |
ML experiment tracking and LLM evaluation platform offering startups discounted Pro access, mainly through Microsoft and Google Cloud partner programs. |
|
|
Hugging Face
AI / Infrastructure
|
$108 |
Open-source AI hub offering startups free PRO access for a limited time, distributed via partner perk marketplaces and promo codes. |
|
|
OpenAI
AI models / API
|
Varies |
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. |
|
|
Cohere
AI models / API
|
Varies |
Offers discounted enterprise AI pricing (up to 25% off) and grant access through Cohere Labs for early-stage startups. |
|
|
Pinecone
Vector DB
|
Varies |
Offers usage credits, discounts, Pro support, and access to all regions for vector database infrastructure. |
|
|
MongoDB
Database / AI
|
Varies |
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. |
|
|
Snowflake
Data & AI
|
Varies |
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. |
|
|
Fireworks AI
AI / Infrastructure
|
Varies |
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. |
|
|
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.
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.
Databricks for Startups gives early-stage venture-backed startups up to $200,000 in credits across Databricks and Neon.
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.
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.
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AI acceleration cloud offering tiered platform credits up to $50K plus dedicated AI engineering support for inference, fine-tuning, and clusters.
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.
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.
Serverless GPU and CPU compute platform offering early-stage AI startups up to $25K in credits, engineering support, and a founder community.
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.
Run open-weight AI models via API with per-second billing; startups can claim inference credits with no VC referral required.
33 million characters (over 680 hours of Agents usage) for 12 months, worth $5,500+, for startups with fewer than 25 employees.
3 months of Enterprise Pro (up to 50 seats) plus $5,000 in API credits for startups affiliated with an approved Perplexity startup partner.
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.
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.
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.
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.
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.
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.
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.
Showing all 22 programs. Last updated October 2026.
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.
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.
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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