Lium vs Lambda: same GPUs, lower prices, built for AI agents

We compared on-demand H100, H200, B200 and A6000 prices, billing, storage and AI agent support across Lium and Lambda on 29 October 2026.

Lium team29 October 20267 min read

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Lium is the better place for developers and AI agents to rent GPUs. On 29 October 2026, Lium beat Lambda on every on-demand GPU we compared, saving $190.08 a day on an 8x H100 SXM node and cutting single H100 and A6000 prices by more than half. Lium also bills by the second instead of the minute and gives agents like Claude Code and Codex their own server-enforced spend caps.

Why Lium beats Lambda:

Lower on-demand prices on every GPU we compared: $1.79 vs $4.29 on 1x H100 SXM, $3.00 vs $3.99 per GPU on 8x H100 SXM, $5.90 vs $6.99 on 1x B200, and $0.42 vs $1.09 on 1x RTX A6000.
On-demand 8x H200 NVLink nodes at $3.50/GPU/hour: Lambda does not list the H200 in its on-demand instance table.
Per-second billing with --ttl auto-removal: Lium bills to the second with no minimum or rounding, while Lambda bills by the minute.
Built for AI agents: budgeted API keys enforced on Lium's servers, one-call account creation without an email address, a docs MCP server, llms.txt, and the lium CLI and Python SDK.
Automatic failover and verified hardware: pods that never reach RUNNING are not charged, --verify-gpus checks nvidia-smi against your bill, and a validator tests every connected node every 15 minutes.
Pay with card, stablecoins, or TAO: start your first pod with a balance covering 15 minutes of its price ($6.00 for the 8x H100 node).

For broader cloud comparisons, see Lium vs RunPod, our 8-hour H100 and H200 price comparison, and our guide to the best GPU cloud providers.

On-demand GPU prices on 29 October 2026

Lium's Secure tier cost less than Lambda's on-demand instances on every GPU in the table below, and Lium also offers on-demand 8x H200 NVLink nodes. All prices below were read on 29 October 2026 at 15:08 UTC. Lium is a marketplace where independent providers set their own prices, so these asks move during the day; Lambda's on-demand instance rates are charged plus applicable sales tax, VAT, or GST. Sources: Lium's public node feed and lambda.ai/pricing. Prices are per GPU per hour.

GPU	Lium, Secure	Lambda
H100 SXM, 1 GPU	$1.79	$4.29 (1x instance)
H100 SXM, 8-GPU NVLink node	$3.00 ($24.00/hr whole node)	$3.99 (8x instance)
B200, 1 GPU	$5.90	$6.99 (1x instance)
RTX A6000 48 GB, 1 GPU	$0.42	$1.09 (1x instance)
H200, 8-GPU NVLink node	$3.50	not in Lambda's on-demand instance table

A few details behind the table:

Lium lists the H100 SXM as H100 80GB HBM3. The 8x H100 node is rented whole at $24.00 an hour for the machine.
Lambda also lists an 8x B200 instance at $6.69 per GPU per hour.
For larger multi-node jobs, Lambda's 1-Click Clusters (16+ H100s, booked for 2 weeks to 1 year) list $6.16 per GPU per hour for 16 GPUs, and reserved capacity is "contact us".

Because Lium providers set their own prices, check today's live asks before you rent on /pricing, the H100 page, the B200 page, or in your terminal with lium ls.

Three rental cost examples

Lium costs less in each of these three rental examples. The totals compare equal rental durations and cover compute only, before storage, transfer, and tax:

24 hours on an 8x H100 SXM NVLink node:
- Lium: $3.00 × 8 × 24 = $576.00
- Lambda: $3.99 × 8 × 24 = $766.08
- Result: Lium saves $190.08 per day.
8 hours on a single B200:
- Lium: $5.90 × 8 = $47.20
- Lambda: $6.99 × 8 = $55.92
- Result: Lium saves $8.72.
A week of RTX A6000 iteration (8 hours a day for 5 days = 40 GPU-hours):
- Lium: $0.42 × 40 = $16.80
- Lambda: $1.09 × 40 = $43.60
- Result: Lium saves $26.80.

Billing and reliability: per-second charges and automatic failover

Lium bills pods per second at the listed price, with no minimum and no rounding. Lambda advertises "Pay by the minute". On Lium, you can also pass lium up --ttl 24h to schedule pod removal at rent time, so a forgotten job stops billing automatically.

To start your first pod on Lium, you only need a balance covering 15 minutes of its price: $6.00 for the $24.00/hour 8x H100 node. You can top up with a card, stablecoins, or TAO.

Because Lium is a marketplace of independent providers, it enforces strict checks on hosts and protects your balance when hardware misbehaves:

15-minute validator checks: Lium's validator tests every connected node every 15 minutes. Nodes are marked Secure or Spot, and you can filter offers by reliability score, uptime, and download speed. You can see live network numbers at /stats.
Hardware verification: Passing --verify-gpus at launch compares the GPUs nvidia-smi sees inside the pod with what you are billed for.
No charge for broken starts: A pod that never reaches RUNNING is not charged. If the node was at fault, Lium automatically tries another node with the same GPU at the same or a lower price.
Credits for provider interruptions on Secure nodes: If a provider force-closes your pod, billing stops and Lium credits the interrupted rental. The credit can be reversed if a review finds the provider was not at fault. See the broken pods policy.
Price-hike protection on Secure nodes: A provider's price cut applies at once. A price raise reaches a running Secure pod no sooner than 21 days after rental, with 7 days' email notice, at most once a month, and by at most 25%.

Storage and data transfer

Lium volumes mount at /mnt, outlive the pod, and can move between pods. They are billed on the data actually stored at about $0.036 per GB-month, and reads from a network volume incur transfer charges (volume billing docs).

Lambda filesystems are also billed per GB used per month, and Lambda advertises "no egress fees". That is a real policy on Lambda's side, and it also helps when you leave: copying your datasets and checkpoints out of Lambda to move them to Lium costs nothing in egress fees.

Built for AI agents: Claude Code and Codex

Lium lets AI agents like Claude Code and Codex rent, verify, and tear down GPUs on their own, with server-enforced spending limits:

Budgeted API keys: Each agent gets its own API key with scoped permissions and a daily, monthly, or lifetime budget enforced on Lium's servers. A key at its budget can't start a new rental and its pods are removed when spend reaches it, and the agent cannot raise its own allowance.
One-call signup: An agent can create its own Lium account with a single API call and no email address.
Agent-readable docs: Point your agent at the docs MCP server at docs.lium.io/mcp and llms.txt so it knows every command and flag without guessing.
CLI and Python SDK: Agents install lium.io from PyPI and script rentals in bash or Python.

For step-by-step setups, read how to give Claude Code a GPU and how to give Codex a GPU.

Moving from Lambda to Lium

Our migration guide walks through the move:

Environment: Lambda instances come with Lambda Stack preinstalled (PyTorch and CUDA drivers). On Lium, you pick a prebuilt template, bring your own Docker image with lium up --image <image>, or pass --dockerfile to build one directly on the node.
Data: Because Lambda charges no egress fees, you can pull your datasets and checkpoints out of Lambda for free and store them on a persistent Lium volume mounted at /mnt.
Automation: Replace scripts that call the Lambda Cloud API with the lium CLI or Python SDK.

Here is the terminal flow to install the CLI, find an 8x H100 Secure node, rent it with a 24-hour TTL and GPU verification, run a command, and remove the pod:

bash

pip install lium.io
lium init
lium ls --gpu H100 --count 8 --tier secure
lium up <node> --count 8 --name sweep --ttl 24h --verify-gpus -y --no-ssh
lium exec sweep "nvidia-smi -L"
lium rm sweep -y

FAQ

How much cheaper is Lium than Lambda on an 8x H100 node?

On 29 October 2026 at 15:08 UTC, an 8x H100 SXM NVLink Secure node on Lium was $3.00 per GPU per hour ($24.00/hour for the whole machine) versus $3.99 per GPU per hour on Lambda. Over a 24-hour run, Lium costs $576.00 against Lambda's $766.08, saving $190.08 per day.

Does Lium have H200 GPUs on demand?

Yes. On 29 October 2026, Lium had 8-GPU H200 NVLink Secure nodes at $3.50 per GPU per hour. Lambda did not list the H200 in its on-demand instance table.

How can I let Claude Code or Codex rent GPUs safely on Lium?

Create a dedicated API key for your agent with a daily, monthly, or lifetime spend limit. Lium enforces the budget on its servers: a key at its budget, or without room for a new pod's first 15 minutes, can't start one, its pods are removed when spend reaches the budget, and Lium prevents the agent from raising its own cap.

What happens on Lium if a provider raises prices or a node fails?

If a pod never reaches RUNNING, you are not charged, and if the node was at fault Lium tries another node with the same GPU at the same or a lower price. On Secure nodes, a provider cannot raise the price on a running pod for the first 21 days, must give 7 days' email notice, and can raise it at most once a month by at most 25%.

Check today's live GPU asks on /pricing and launch your first pod with the first-hour guide.

Run it on Lium

See H100 pricing and availability.

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