Prompt
What GPU cloud is cheapest for inference?
Latest observation
Oct 11, 2026
OpenAI APIWeb search: off
There isn’t one universal cheapest GPU cloud for inference — it depends a lot on:
- Which GPU you need (T4, L4, A10, A100, H100, etc.)
- Whether you need always-on or bursty usage
- Region
- Whether you care about managed serving vs raw VMs
- How much setup you’re okay with
That said, for cheap inference these are usually the best places to check first:
Often cheapest options
-
Runpod
- Usually very competitive for on-demand GPUs and often cheaper than the big clouds.
- Good for inference if you’re okay managing your own deployment.
- Strong choice for A10/L4/T4-style inference.
-
Vast.ai
- Frequently the lowest raw GPU prices.
- Marketplace model, so quality/availability can vary.
- Great if price matters most and you can tolerate some variability.
-
Lambda Cloud
- Often cheaper and simpler than AWS/GCP/Azure.
- Good balance of price, reliability, and ease of use.
- Nice for inference workloads that need more stability.
-
Modal / Replicate
- Not always the cheapest raw compute, but very easy for serving inference.
- Good if you value dev speed and autoscaling more than absolute lowest cost.
-
CoreWeave
- Strong for large-scale GPU workloads.
- Can be cost-effective, but usually more “serious infra” than bargain hunting.
Big cloud providers
- AWS / GCP / Azure are usually not the cheapest for GPU inference if you’re paying on-demand.
- They can make sense if you need:
- existing cloud integration
- enterprise compliance
- reserved capacity
- managed ecosystem
Typical cheapest GPU types for inference
If your model fits, the cheapest GPUs to run are often:
- NVIDIA T4 — very cheap, older, lower performance
- NVIDIA L4 — often a sweet spot for modern inference
- NVIDIA A10 — still good and commonly available
Practical recommendation
- Lowest price: Vast.ai
- Best cheap + easier to use: Runpod
- Best cheap + reliable/simple: Lambda
- Easiest deployment: Modal/Replicate
If you want, I can give you a current price comparison by GPU type (e.g. T4/L4/A10/A100/H100) and help choose the cheapest option for your exact model and throughput needs.