Question 1

How much does a cloud GPU cost in 2026?

Accepted Answer

Cloud GPU pricing in 2026 ranges from $0.07/hr for entry-level NVIDIA T4 instances to $30+/hr for multi-GPU H100 SXM clusters. The most popular GPU for AI workloads, the NVIDIA A100, averages $1.50–$2.50/hr across major providers. Spot pricing can reduce costs by 50–80%.

Question 2

Which cloud GPU provider is cheapest?

Accepted Answer

GPU-native clouds like TensorDock, Vast.ai, and RunPod are typically 40–60% cheaper than hyperscalers (AWS, GCP, Azure) for the same hardware. However, hyperscalers offer better SLAs, compliance certifications, and ecosystem integrations. The cheapest option depends on your reliability requirements.

Question 3

Are cloud GPU prices going down in 2026?

Accepted Answer

Yes. Average H100 prices dropped 30–40% since early 2025 due to increased supply from new providers and Blackwell availability. The Vera Rubin architecture (launching H2 2026) is expected to push inference costs down another 10× compared to Blackwell.

Question 4

What is the cheapest way to run LLM inference?

Accepted Answer

The cheapest LLM inference setup depends on scale. For low volume, API providers (Groq, Together.ai) charge $0.05–$3.00/1M tokens with no infrastructure overhead. For high volume (1M+ tokens/day), self-hosted cloud GPUs cost $0.01–$0.10/1M tokens — up to 50× cheaper than APIs.

Question 5

How do GPU cloud prices compare to buying hardware?

Accepted Answer

An NVIDIA H100 SXM costs ~$25,000 to buy outright. At the average cloud price of $2.00/hr, you break even at approximately 12,500 hours (~17 months of 24/7 use). If you run GPUs less than 50% of the time, cloud is usually cheaper. Use our Buy vs Rent calculator for a personalized analysis.

Question 6

What hidden costs should I watch for with cloud GPUs?

Accepted Answer

The three biggest hidden costs are: (1) Egress fees — $0.08–$0.12/GB for data transfer out on AWS/GCP/Azure. (2) Storage — attached NVMe or persistent disk is billed separately at $0.04–$0.20/GB/month. (3) Idle time — many providers bill while the instance is stopped but storage is retained.

#	Provider	Tier	Cheapest	Median	Instances	Models	Egress
1	Vast.ai	Marketplace	0.0067	0.452	128	18	Free	View
2	Verda	Emerging	0.0483	2.37	86	10	Free	View
3	Vultr	Established	0.0590	0.288	88	4	$0.01/GB	View
4	Azure	Enterprise	0.0684	2.29	530	6	$0.09/GB	View
5	RunPod	Established	0.0900	2.16	679	26	$0.10/GB	View
6	GCP	Enterprise	0.112	1.48	2074	16	$0.08/GB	View
7	AWS	Enterprise	0.123	2.45	661	8	$0.09/GB	View
8	E2E Networks	Emerging	0.150	1.08	6	5	Free	View
9	Hyperstack	Emerging	0.150	1.80	10	10	Free	View
10	Salad Cloud	Emerging	0.200	0.450	6	6	Free	View
11	Genesis Cloud	Emerging	0.270	0.620	7	6	Free	View
12	Datacrunch	Emerging	0.280	10	12	12	Free	View
13	FluidStack	Emerging	0.290	2.09	7	5	Free	View
14	Beam	Emerging	0.310	2.10	4	4	Free	View
15	TensorDock	Marketplace	0.340	0.790	11	6	Free	View
16	Shadeform	Emerging	0.350	3.65	179	24	Free	View
17	CloudRift	Emerging	0.390	2.73	31	4	Free	View
18	Crusoe	Emerging	0.400	1.30	9	6	Free	View
19	Lightning.ai	Emerging	0.410	2.80	8	6	Free	View
20	Novita	Emerging	0.440	2.49	5	4	Free	View

Cloud GPU Pricing 2026

Cloud GPU Pricing Trends in 2026

Provider tiers

The Vera Rubin effect

Egress: the hidden cost

Frequently Asked Questions

Stop overpaying for cloud GPUs