Intuition Machine
ExO 3.0

From ExO 3.0 to production

ExO 3.0 shows organisations what the AI-native future looks like. Intuition Machine helps them build it.

The execution gap

A clear destination, and decades of systems in the way

ExO 3.0 describes organisations that run through coordinated networks of people, AI agents, shared intelligence and continuous learning. It sets out an Intelligence Stack, a GOVERN/ASSURE control plane from the outset, and the REWRITE method for getting there — starting with a small AI-native Edge Twin that runs real work alongside existing operations.

Existing enterprises have to make that journey from where they are: decades of technology investment, regulation, policy and organisational dependency. Translating the architecture into working systems under those conditions is engineering work. That is the work we do.

Vision

The vision and transformation method

What the AI-native enterprise should become.

Engineering

Enterprise AI engineering & assurance

How AI-native workflows are integrated, governed, evaluated and deployed in real enterprises.

Outcome

AI-native operations with measurable results

Working workflows, controlled autonomy and reusable infrastructure.

Where we fit

ExO 3.0 concepts, and the engineering behind each

ExO 3.0 concept What we build
MTP as protocol Enterprise objectives and policies, translated into operational constraints an agent can follow
Intelligence Stack Constrained agentic workflows, connected to the systems they depend on
GOVERN / ASSURE Evaluations, enforcement, auditability and approval mechanisms
Edge Twin One governed AI-native workflow, launched alongside existing operations — our entry engagement
REWRITE Reusable engineering infrastructure for implementation and migration
Recursive learning Degradation detected, and updates driven by evidence
For ExO practitioners

You shape the transformation. We engineer it.

Strategy engagements create the demand; the hard part comes when a roadmap meets existing applications, regulation and policy. We are glad to work alongside practitioners on that part — through referral, implementation or co-development.

  • Technical and architectural readiness analysis, alongside organisational assessment
  • Governed AI-native workflows, built to the roadmap
  • Repeatable software infrastructure, alongside change coaching
  • Technical assurance and workflow economics, alongside transformation metrics

Talk to us

ExO 3.0 is a framework published by OpenExO. Intuition Machine is independent and is not affiliated with, certified by or endorsed by OpenExO.

Start with one workflow.

We map your constraints, build a governed AI workflow alongside your existing operations, and prove the results before autonomy expands.