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.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Pre-Series B and founded in the last 10 years
AWS account on the Paid plan. Accounts on the 6-month Free plan can't receive Activate credits, so upgrade first
New to Activate credits, or requesting more credits than you received before
Portfolio tier: an Org ID from your Activate Provider (accelerator, angel investor, or VC firm)
Grok for Startups from SpaceXSI (formerly xAI) gives venture-backed startups one credit balance across Grok, Grok Build, Grok Bot and the Grok API. Credits are sized by funding, revenue and current AI spend, aiming for about six months of real usage.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Venture backing and a live product
A company email that matches your website domain (personal emails are not approved)
One grant per company; disclose any credits you already received from xAI or SpaceXSI
Credits expire six months after they are applied unless your approval says otherwise
Not available in countries under comprehensive U.S. sanctions
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.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
B2B startup building software, AI or tech; privately held, not a subsidiary, in a supported region
Pre-seed through Series B
Sign up with a personal Microsoft account (work, school and company-domain emails are rejected)
No-investor offer: LinkedIn identity verification for the first $200, business verification for $5,000
Investor offer: a referral code from a participating investor, accelerator, incubator, angel network or university
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.
Approval Index
ClosedNot accepting new applicants
Eligibility
Founded in the last five years or funded in the last two years; bootstrapped, pre-seed and venture-backed startups all qualify
Claude Console account and a company email that matches your website domain
The extra up-to-$100K in API credits is claimed through an Anthropic partner VC
Credits apply to the first-party Claude API only (not Bedrock, Vertex AI or Foundry)
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.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Affiliated with an approved Vercel Startups Partner (screenshot proof)
Series A or earlier, applying within 12 months of your most recent round
No prior Vercel credits
Company website and an email on the matching domain
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.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Series B or earlier, building a single product for many customers (dev shops, consultants, and marketing agencies are not eligible)
Live, functioning website and a valid company LinkedIn profile with a direct association to the applicant
ML experiment tracking and LLM evaluation platform offering startups discounted Pro access, mainly through Microsoft and Google Cloud partner programs.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
New W&B customer (Microsoft offer is new-customers-only)
Member of a qualifying partner program (Microsoft for Startups or Google Cloud Startup Perks)
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.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Backed by an OpenAI partner VC and holding a referral code from that VC
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.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Early-stage startup with an active LinkedIn profile
Apply directly or through a VC or accelerator referral; existing Atlas users are eligible
Credits must be activated within 12 months and used within 12 months of activation
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.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Building on the Snowflake AI Data Cloud
Startup Accelerator: building a customer-facing app on the AI Data Cloud
VC Community: a portfolio company of a participating VC firm
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.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Registered, private, for-profit company with a working website
Founded within the last 5 years
Venture-backed with more than $500K raised; not Series D or later
Serverless GPU and CPU compute platform. Startups backed by Modal's VC partners, or that raised over $1M from any fund, can get thousands in free GPU credits plus engineering support and a founder community.
Approval Index
VC-BackedTypically requires VC partner intro
Eligibility
New to Modal (not an existing paid customer)
Seed to Series A: raised from a Modal VC partner, or over $1M from any fund
Series B+ or over $30M raised: backed by a VC in Modal's partner network
Nirvana Labs Startup Credits give early-stage teams $1,000 in cloud credit with no investor needed, up to $25,000 for backed startups, and up to $50,000 for teams whose core product is agents or retrieval. Credits cover Nirvana compute, storage, managed Kubernetes and agent sandboxes, and no equity is taken.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Privately held, pre-Series B and under 10 years old
If funded, your latest round closed within the last 12 months
A company-domain email and a valid payment method
Portfolio and Agents: investor, accelerator or incubator backing
Prior-credit restrictions apply; architecture reviews are decided case by case
Unified AI inference API for image, video, audio, LLM and 3D generation. Early-stage teams can get up to $1K in free credits, or add bonus credits on top of a prepaid deposit: $10K on a $25K deposit, or $30K on a $50K deposit.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Series A or earlier (bootstrapped teams welcome)
A Runware account, a business email on your company domain and a live website
Growth and Scale: the deposit is paid before bonus credits are issued
Deposits and bonus credits are non-refundable and non-transferable
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 $2,000 with a published case study.
Approval Index
ConditionsSpecific eligibility criteria apply
Eligibility
Early-stage startup, pre-seed to Series B
A workload suited to containerised GPU compute
Not an existing paying SaladCloud customer
Programs
Salad for Startups
$1,000 in GPU credits, up to $2,000 with a case study
Showing all 22 programs. Last updated November 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, SpaceXSI, 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 startup ecosystem — not affiliated with the programs listed.
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