The ladder

Credits for image generation, editing, and vision APIs — so you can ship pixels before you burn runway on GPUs.

Credits for image gen, editing, and vision.

12 curated6 free tiersVerified weekly

Modal Startup Credits

ModalVerified

  • Curated
  • Solo founder OK
  • No VC needed

Compute credits for AI startups

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Hugging Face Inference — Free Tier

Hugging FaceVerified

  • Official source
  • Solo founder OK
  • No VC needed

Free serverless inference with monthly quota

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Google for Startups Cloud Program

Google CloudVerified

  • Official source
  • Solo founder OK
  • No VC needed

Up to

$350,000

over 2 years

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NVIDIA Inception

NVIDIAVerified

  • Official source
  • No VC needed

GPU cloud credits + DGX discounts + NVIDIA tech access

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Fireworks — For Startups

Fireworks AIVerified

  • Official source
  • Solo founder OK
  • No VC needed

Build credits + higher rate limits (application required)

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Baseten — AI Startup Program

BasetenVerified

  • Official source
  • Solo founder OK
  • No VC needed

Up to

$27,500

credits (inference + model APIs, tiered)

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OpenRouter — Starter Credits

OpenRouterVerified

  • Curated
  • Solo founder OK
  • No VC needed

$1

starter credits + free-model routing (verify in dashboard)

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Google AI Studio — Gemini API Free Tier

GoogleVerified

  • Official source
  • Solo founder OK
  • No VC needed

Free Gemini API access with daily rate-limited quota

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Replicate — Free Tier + Pay-As-You-Go

ReplicateVerified

  • Official source
  • Solo founder OK
  • No VC needed

Free runs on many public models — usage-billed hosting after

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Lambda — GPU Cloud for Startups

LambdaVerified

  • Official source

GPU credits for approved AI startups (varies by partner path)

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NVIDIA Build — Free NIM API Credits

NVIDIAVerified

  • Official source
  • Solo founder OK
  • No VC needed

Free API credits across NIM-hosted open models

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Lightning AI — Free Studios Credits

Lightning AIVerified

  • Official source
  • Solo founder OK
  • No VC needed

Free monthly Studios credits — CPU always-on, GPU by the minute

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