Solutions · GPU clouds and inference
Give buyer agents your real GPU prices, not a scraped guess.
Buyers are starting to use agents to compare compute options. Atlas publishes your hourly and per-second rates, reserved terms and region prices as one catalog, and sends anything above your limits to a person.
A larger cluster or a deeper discount would come back as approval required instead.
The problem
Where agents get compute pricing wrong
Meters by the second or the hour
A scraper reads $1.89 and misses the unit, the minimum or the rounding. The agent then quotes a number you never charge.
Reserved, on-demand and spot
Three prices for the same GPU, each with its own term. Pages show them side by side, and agents mix them up.
Prices by region
One GPU, a different rate in each region. A scraped page rarely says which region a number belongs to.
Contact sales above a size
Large clusters get a negotiated price. Agents either stop at the page or make one up.
Example
Three prices for one GPU, kept apart
On-demand, reserved and spot are separate offers in Atlas. An agent cannot blend them, and its quote says which one it priced.
One GPU, three offers
| Offer | Rate | Minimum term |
|---|---|---|
| A100 80GB on-demand · us-east | $1.89 per hour | None |
| A100 80GB reserved · us-east | $1.70 per hour | 3 months |
| A100 80GB spot · us-east | $0.95 per hour | None, can be interrupted |
Each is its own offer with its own rate and term. See North Star's A100 quote from request to approval on the example quote page.
In Atlas today
How Atlas handles the rest
| In your pricing | How Atlas handles it |
|---|---|
| Per-second or per-hour meters | Metered components in your unit, with volume or graduated tiers. Every quote line shows quantity × rate. |
| Region prices | One offer per region, so the quote names the region it priced. |
| Prices that must not drop | A floor price per component. A quote below it goes to a person, even when the agent asked for a discount. |
| Your best customers' rates | Partner and customer prices shown only to keys you approved. Contract prices per buyer on Enterprise. |
Every seller
What you get whatever you sell
Signed quotes
Every quote is signed and says binding: false, so a buyer can check it without a key in the quote checker.
Approval above your limits
Over your threshold, a quote comes back as approval required, and your deal desk decides once the buyer submits it. The agent never learns where your limit sits.
Your billing stays in charge
Approved quotes hand off to your billing system, which charges the buyer. Stripe, Chargebee, HubSpot and a signed webhook work today. Integrations
Sandbox serves your catalog on MCP with quotes marked as a rehearsal. Pro serves it live on MCP, UCP, ACP, A2A and UAP. Start with a readiness score out of 100 and the gaps an agent would hit on your current page.