About
Ionate builds reinforcement learning systems and autonomous agents, and the web, mobile, cloud and data engineering around them. One team takes a problem from a whiteboard to software your people run every day.
Approach
Most AI is trained once and frozen. We build the other kind: a system that learns from its environment, adapts when the world shifts, and ships as real software your team can run.
Two halves, one team
The lab
We design environments, shape rewards and train policies; we build agents that plan, call tools and coordinate. The work is research-grade, but it is always pointed at a real decision in your business.
Reinforcement learning →The studio
Models are a small part of a working system. We build the rest of it to the same standard: products, pipelines, infrastructure and the code that runs on devices.
Technology solutions →01 / 03 · Principle
Policies trained on your environment, not on a benchmark.
02 / 03 · Principle
Systems that keep improving after launch, under guardrails.
03 / 03 · Principle
Production software on web, mobile, cloud and edge.
How we work
01
Before any model, we model your world: its state, its actions and its failure modes. Most of the hard thinking happens here.
02
Every system ships with evaluations built from your real cases. Quality is a number you can watch, not a feeling after a demo.
03
We decide with you where software acts alone, where it asks and where it stops. Permissions are explicit and every action is logged.
04
You get the code, the infrastructure as code, the runbooks and the training to run it all without us.