The Organisational State Model
What your organisation currently believes, why, what has changed, and what remains unresolved — continuously maintained.
What is an Organisational State Model?
An organisation’s systems record what happened. Its State Model represents what the organisation should currently believe about what happened.
It preserves not only entities and information, but claims, evidence, decisions, uncertainty, contradictions, provenance and how understanding changed over time.
Current state + new evidence + judgement → updated grounded state
Sometimes the correct update is no update at all.
The live model, at a glance
01
Information
What entered, preserved with its source
02
Meaning
Claims, evidence, questions and tensions
03
State
What the organisation currently understands
04
Change
What new evidence does to that state
Every organisation operates from a model of the world
Orient turns that hidden understanding into shared state — and keeps it current as reality changes.
State is maintained
Orient continuously maintains what the organisation currently understands: what is strong, developing, thin, unsettled or under pressure; what remains unresolved; and what matters next. The organisation does not disappear when the prompt ends.
Change is detected
New evidence meets the state already in place. Orient asks whether it changes what the organisation understands. It may strengthen a view, weaken it, resolve a question, create a tension, move a Situation — or change nothing at all. The model moves when the organisation’s understanding should move.
Evidence remains attached
Move from a current view to the evidence beneath it, from the evidence to its source, and from the source to the exact passage, moment or observation that matters. The answer is never separated from the reason to trust it.
Why?
State persists
What the organisation believes, why, how certain it is, what remains open, what changed and what matters next do not disappear when the prompt ends.
Understanding has structure
The model preserves how ideas, evidence, people, questions and decisions fit together.
01
Ideas in motion
Trace what strengthened, challenged or left an idea unresolved.
02
Disagreement stays visible
Competing evidence remains part of the state.
03
Human provenance
See whose knowledge and judgment shaped the view.
04
Territories of understanding
Gather a topic’s evidence, questions, people and Situations.
05
Memory of previous worlds
Preserve what was believed, why and what changed it.
Uncertainty remains visible.
A useful model must know what it does not know. Orient keeps uncertainty explicit instead of flattening ambiguity into confident language.
Open question
What remains unresolved is part of the current state.
Provisional view
Some understanding is useful, but not yet settled.
Tension
Credible evidence can point in different directions.
Under pressure
New evidence can challenge what was once well supported.
Situations and expectations stay under watch.
Some parts of the world matter enough that the organisation’s understanding must stay current — and some beliefs matter enough to be tested by what happens next.
Situations
A competitor, regulation, dependency or strategic bet can hold a maintained view, linked evidence and explicit assumptions. Its state can be steady, moved or under pressure.
Expectations
Predictions and assumptions can remain attached to the work they shaped. When reality arrives, they can be supported, weakened, contradicted or still unresolved.
State Transition Intelligence
The model moves with the world.
State does not change merely because information arrives.
Orient evaluates new evidence against the organisational state already in place.
It may:
ADD · UPDATE · STRENGTHEN · WEAKEN · SUPERSEDE · CONTRADICT · DEFER · PRESERVE
We call the capability that makes these judgements State Transition Intelligence.
Its job is simple to describe and difficult to do reliably:
Orient asks
What, if anything, should this change?
AI proposes. Humans ratify.
The model can move with reality without silently making AI the authority on organisational truth.
External signal
2m ago
New evidence
EU AI regulation guidance changed
Expected compliance burden for high-risk deployments is materially higher.
EU Commission guidance
High confidence
State change
Adoption readiness
STEADY
→
UNDER PRESSURE
Previous understanding: Compliance effort remains manageable within the current rollout plan.
Proposed understanding
Regulatory compliance is now becoming a material constraint on high-risk AI deployment.
Assumption weakened
Situation moved
Expectation changed
Orient proposes
Human approval required
The world changes.
The model changes with it.
One model for people and machines.
The Organisational State Model is the shared state people and machines operate from.
For humans
A workspace for adding material, inspecting evidence, resolving questions and creating from shared understanding.
For machines
Agents inherit structured state, provenance, uncertainty, history and authority—then reason, coordinate and act from the same world.
The State Model maintains more than data.
Understanding stays connected to evidence, decisions, uncertainty, contradictions, expectations, situations, history and impact.
Reality closes the loop.
Information enters.
Meaning is formed.
State is maintained.
Change is detected.
People and machines act.
Reality responds.
Orient learns.
State updates continuously. Difficult cases improve the intelligence over time.
The unit of change is not the document. It is the understanding.
ORIENT RESEARCH
Teaching models to maintain organisational state.
We are researching specialised open models that can determine how organisational state should change as new evidence arrives — with frontier models used selectively as judges and teachers.
