The ladder
Credits that stack for general-purpose conversational apps.
MicrosoftVerified
Up to
$150,000
Azure + OpenAI
NeonVerified
Up to
$2,500
credits
OpenAIVerified
$5
API credit on signup (subject to change)
GroqVerified
Free tier — Llama, Mixtral inference on LPU
Hugging FaceVerified
Free serverless inference with monthly quota
RailwayVerified
$5
trial + Hobby plan for solo projects
Amazon Web ServicesVerified
From
$1,000
Founders · up to $100,000 with accelerator/VC partner · 2 years
Google CloudVerified
Up to
$350,000
over 2 years
DigitalOceanVerified
Up to
$5,000
credits
MongoDBVerified
Up to
$5,000
Atlas
PineconeVerified
Up to
$2,500
Pinecone
ElevenLabsVerified
Voice API credits for startups
Together AIVerified
Inference credits for early-stage
PostHogVerified
$50,000
PostHog credits + Teams plan
AnthropicVerified
$5,000
API
CloudflareVerified
Free Pro/Business plans + credits
VercelVerified
Credits + Enterprise features
DeepgramVerified
Up to
$100,000
credits over 12 months (tiered)
AssemblyAIVerified
200,000 hours speech-to-text credits (approved startups)
Fireworks AIVerified
Build credits + higher rate limits (application required)
BasetenVerified
Up to
$27,500
credits (inference + model APIs, tiered)
LangChainVerified
Up to
$10,000
LangSmith credits on Scale tier (eligibility applies)
UpstashVerified
Free tier — Redis, vector search, QStash within published limits
Mistral AIVerified
Free experiment tier — rate-limited API (see console)
OpenRouterVerified
$1
starter credits + free-model routing (verify in dashboard)
GoogleVerified
Free Gemini API access with daily rate-limited quota
CohereVerified
Free trial API key — rate-limited model + embeddings access
CerebrasVerified
Free inference on Llama + Qwen — fastest tokens/sec available
ReplicateVerified
Free runs on many public models — usage-billed hosting after
PerplexityVerified
$5
/month API credit on Pro — web-grounded model access
xAIVerified
Developer credits via x.ai console — amount varies by promotion
Voyage AIVerified
Millions of free embedding tokens per model on signup
NVIDIAVerified
Free API credits across NIM-hosted open models
SambaNovaVerified
Free developer access to hosted Llama, Qwen, and DeepSeek
TavilyVerified
Free monthly search API credits — built for LLM agents
ExaVerified
Free monthly search credits — neural + keyword web search
QdrantVerified
Free 1GB managed Qdrant cluster — no credit card required