Control plane for AI fleets

Every model. Every site. One place.

Ship anywhere. Stay right everywhere.

Become a design partner
Fleet · 2,000 sites Rolling out
New model0
Current2,000
Reverted0
The shift

AI is a fleet now.

Thousands of sites. Thousands of models. Always changing.

2,000sites
6,000live models
4hardware types
24/7always on
The problem

And it's still run by hand.

Drift

Nobody knows what runs where.

Risk

One bad model. A thousand bad sites.

Scale

A few engineers. Thousands of sites.

Blind spots

Cost and quality, scattered.

What's missing

Applications got a control plane. AI didn't.

Over the last decade, software learned to run itself. Teams describe what they want, and platforms keep it that way across thousands of servers. AI never got that layer. The models are smarter than ever, yet the way they run across real-world fleets still depends on people, scripts and memory.

Today
  • ScriptsEvery rollout is custom work, written once and trusted forever.
  • HopeQuality gets checked after customers notice, not before.
  • Late nightsWhen something breaks, people find it and fix it by hand, site by site.
  • SpreadsheetsVersions, costs and owners live with whoever happens to remember them.
With JAGNAUT
  • IntentYou say what should be true across the fleet. Everything else follows from that.
  • ProofNothing moves forward until it meets the standard you set.
  • Self-correctionSites that drift are put right automatically, wherever they are.
  • One source of truthWhat runs where, how well and at what cost, always current.

One fleet.
One truth.

Wherever your AI runs, at the edge, in your data centres or in the cloud, every piece of it belongs to one fleet, held to one standard and visible from one place.

What we're building

Two products. One standard.

Together they give your organisation one way to run AI, wherever it lives today and whatever it becomes next.

JAGNAUT

The control plane for AI fleets. Say what's true across every site, every model and every environment. JAGNAUT keeps it true as your fleet grows and as the technology underneath it keeps changing.

  • Fleet-scaleTreat thousands of sites as one. Change them all together, or region by region, with confidence.
  • Quality-gatedYour standards travel with every change. Only what passes reaches your customers.
  • AnywhereEdge, data centre, cloud and model APIs. Online or offline, the fleet stays in step.
  • AccountableEvery change, result and cost on one record you can trust and audit.
Raydial Powered by Ray

The engine for heavy AI work. Built on Ray, the open-source framework behind some of the world's largest AI workloads, Raydial gives your teams the power to prepare data, build specialised models and serve them on infrastructure you choose and control.

  • TrainWhere the data lives, so it never travels further than it should.
  • ServeOn hardware you own, when owning beats renting.
  • GrowFrom one team's experiment to the whole organisation's workload.
The agentic era

Soon, AI will run your AI.

The next wave of operators won't be people at keyboards. Agents will propose changes, test them and roll them out faster than any team could. That is a remarkable opportunity and a new kind of risk. JAGNAUT is built for that world: agents get the speed they need, and you keep the standards and the say that matter.

Speed

Machine pace.

Improvements reach the fleet as fast as they are found, not when someone finally has time.

Standards

Your bar, enforced.

Every change meets the quality, cost and safety lines you draw, whoever or whatever made it.

Control

Your call, always.

Every action is visible, explained and reversible. The final word stays with your people.

Running AI at scale?

We're working closely with a small group of design partners: organisations running AI across many sites who want a hand in shaping how it's run for the next decade. If that's you, we'd like to hear what your fleet looks like and what breaks today.

hello@jagnaut.io