Cloud TPU vs Lightning AI
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Cloud TPU starts at See pricing page and Lightning AI starts at $50/mo. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Ironwood and Trillium TPUs
- PyTorch and JAX support
- vLLM inference
- GKE integration
- Committed-use discounts
- Cloud Studios
- One-click GPU switching
- Multi-node training
- Model serving
- Free monthly credits
| Feature | Cloud TPU | Lightning AI |
|---|---|---|
| Best for | Google's custom AI accelerators for training and serving models | Cloud workspaces with GPUs for training and serving models |
| Category | Models & APIs | Models & APIs |
| Pricing model | Paid | Freemium |
| Starting price | See pricing page | $50/mo |
| Free plan | No | Yes |
| Made by | Lightning AI | |
| Based in | United States | United States |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Cloud TPU starts at See pricing page and Lightning AI starts at $50/mo. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
4 plans
TPU v5e
$1.20 / chip-hour
- On demand, us-central1
- Cost-efficient training and inference
Trillium
$2.70 / chip-hour
- On demand, us-east1
- Sixth-generation TPU
TPU v5p
$4.20 / chip-hour
- On demand
- Large-scale training
Ironwood
$12.00 / chip-hour
- On demand, us-central1
- Newest TPU generation
2 plans
Free
Free
- Up to 30 free credits
- 1 free active Studio
- Single GPUs, pay as you go
Pay as you go
From $0.55 / GPU-hour
- Billed by the second
- T4 to B200 GPUs
- Interruptible discounts
Prices in USD, checked Oct 28, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Cloud TPU
- Same chips Google uses for Gemini
- Several generations to match budget
- Large discounts for commitments
- Pricing varies by region and is hard to estimate
- Tied to Google Cloud
- Quota for big clusters goes through sales
Lightning AI
- Ready-to-use ML environments
- Free GPU credits
- From the PyTorch Lightning team
- Free Studios need restarts
- GPU prices above marketplaces
- Credit system takes learning
Which one should you choose?
Choose Cloud TPU if you want:
- Same chips Google uses for Gemini
- Several generations to match budget
- Large discounts for commitments
Watch out: pricing varies by region and is hard to estimate.
Choose Lightning AI if you want:
- Ready-to-use ML environments
- Free GPU credits
- From the PyTorch Lightning team
Watch out: free studios need restarts.
Cloud TPU vs Lightning AI FAQ
What is the difference between Cloud TPU and Lightning AI?
Cloud TPU: Google's custom AI accelerators for training and serving models. Lightning AI: Cloud workspaces with GPUs for training and serving models. Both are models & apis tools.
Is Cloud TPU or Lightning AI cheaper?
Cloud TPU starts at See pricing page and Lightning AI starts at $50/mo. Check both pricing pages for current plans.
Do Cloud TPU and Lightning AI have free plans?
Cloud TPU: No. Lightning AI: Yes.
Who makes Cloud TPU?
Cloud TPU is made by Google, based in United States.
Who makes Lightning AI?
Lightning AI is made by Lightning AI, based in United States.
Which should I choose, Cloud TPU or Lightning AI?
Choose Cloud TPU if you value same chips google uses for gemini and several generations to match budget. Choose Lightning AI if you value ready-to-use ml environments and free gpu credits.