Overview

AWS, Google Cloud, Azure, Alibaba Cloud, Tencent Cloud and others offer new-user trial credits or always-free tiers. Some cover model inference, GPU trials or serverless calls, letting you ship an AI app cheaply.

Steps

  1. Pick a provider with trial credits, register a new account and complete identity or payment verification.
  2. Check the free-tier or credit page for eligible AI services and regions.
  3. Prefer serverless inference or managed model services to avoid the cost of self-hosted GPUs.
  4. Set budget alerts and usage caps so you don't get charged once credits run out.
  5. Run one minimal end-to-end call, then scale up.

Caveats

  • Trial credits usually expire, so plan ahead.
  • Free tiers often restrict region, instance size and monthly hours.
  • Cloud billing is complex — always enable billing alerts.
  • Terms differ widely, so read the free-tier notes before signing up.

Best for

Hosting open models, RAG services, GPU trials, enterprise PoCs.

2026 timeliness note

Free-tier and credit policies change often; check the provider's current page before registering.