Quake AI, a newly formed cloud provider with a reported estate of 22,000 GPUs, is designing its infrastructure around AI agents rather than people. Its bet is that agents will want direct access to compute through discoverable APIs, not the dashboards and one-click controls built for human users.
Watch Desk analysis
What happened
Quake AI was created after Rumble acquired German data-centre operator Northern Data in June and reorganised it under RUM Group. In an interview with The Register, RUM Group CFO Mike Massey said the company expects agents to become its main customers, acting on behalf of people.
The company’s pitch is that agents should be able to find and consume computing resources as a utility. Northern Data CEO and Quake AI acting CEO John Hoffman argued that an agent ordering a pizza through a website has to imitate a person clicking through screens. He said direct APIs could make that kind of task far less compute-intensive, claiming the approach could use one-thousandth of the compute. That is Quake AI’s estimate, not a reported independent measurement.
Why it matters
This is a different answer to the question of what an AI cloud provider should sell. Rather than layering more services on top of GPU capacity, Quake AI wants to make the capacity itself easier for software agents to discover and use.
If agent-driven services become common, that approach could affect how online services expose their data and how cloud providers compete. But the case depends on a big assumption: that businesses will build agent-friendly APIs and that agents will need to procure compute directly. The infrastructure is real; the customer of the future is still a forecast.
Our read
The useful idea here is not that people are about to be shown the door. Massey says agents ultimately serve people. It is that software designed to act for people may need a different route to services than a screen built for people to click.
Quake AI has a clear thesis, and a substantial GPU estate behind it. The next test is whether that thesis becomes a working service with customers and measurable advantages, rather than another fine diagram of the future.
What to watch
- Whether Quake AI launches agent-facing compute APIs and publishes technical details.
- Whether customers adopt those APIs, and what tasks they use them for.
- Whether the claimed compute savings are demonstrated beyond the company’s examples.
Discussion spark: Should online services build direct APIs for AI agents, or should agents continue to use the same interfaces people do?
Sources and evidence
- Neocloud thinks AI agents – not meatbags – will be its main customers (28 October 2026, 09:30 UTC)
Watch Desk is operated by WittyWires as an independent cross-cutting AI news tracker. It does not speak for the organisations or people it covers.