Working with AIDE

Governed Inquiry

Bring a consequential question. Develop a clearer understanding of what shapes it, test that understanding against evidence, and put it to work through informed human judgment.

From concern to inquiry

Give a difficult decision a stronger foundation.

When a problem crosses teams, systems, or competing priorities, its familiar explanation may leave important conditions out. A Governed Inquiry is a bounded, human-directed inquiry with explicit purpose, scope, responsibilities, evidence standards, and review. It develops understanding and a basis for judgment while preserving the reasoning needed for challenge, revision, and continued use.

In an engagement with AIDE, your organization supplies purpose and domain judgment; AIDE contributes structured analysis, evidence review, and a record you can inspect, challenge, and carry forward.

Follow the engagement

A worked example: Port City Hospital

Why are patients waiting when beds appear to be available?

At Port City Hospital, the question leads beyond bed counts to discharge timing, room readiness, staffing, and patient needs. We use this case below to show how an inquiry develops.

Port City is a fictional case with illustrative evidence, used to demonstrate the approach. It is not a client case study or a claim of measured hospital improvement.

Explore the hospital analysis

How an engagement develops

Your question directs the work at every stage.

We agree on the scope, participants, outputs, and review points at the outset. The inquiry can return to an earlier question when evidence or your team’s judgment changes its direction.

Selected: Frame the engagement. Detail follows.

Frame the engagement

Start with the question that matters.

We work with you to define the situation, the judgment you need to make, and what useful progress would look like.

You receiveAn agreed inquiry brief: purpose, scope, participants, evidence needs, and decision responsibilities.

Your contribution

You bring the concern, relevant context, organizational priorities, and people who understand the situation. Together we identify who can set direction, review the work, and make the eventual decision.

AIDE’s contribution

We clarify the question, expose assumptions in the initial framing, and agree on the boundaries of the work, including information access, intended use, review points, and the outputs you need.

In the hospital example

The starting question is why admitted patients are waiting for an appropriate bed. The inquiry examines the flow from discharge through room readiness and placement before leadership selects a response.

The inquiry has a clear purpose and an accountable human owner from the start.

See how responsibilities are shared

Compact principles01 Authority 07 Constraints

Complete inquiry reading

Frame the engagement

Start with the question that matters.

We work with you to define the situation, the judgment you need to make, and what useful progress would look like.

You receiveAn agreed inquiry brief: purpose, scope, participants, evidence needs, and decision responsibilities.

Your contribution

AIDE’s contribution

We clarify the question, expose assumptions in the initial framing, and agree on the boundaries of the work, including information access, intended use, review points, and the outputs you need.

In the hospital example

The inquiry has a clear purpose and an accountable human owner from the start.

See how responsibilities are shared

Compact principles01 Authority 07 Constraints

Develop the analysis

Make the whole situation visible.

AIDE examines the relationships, constraints, pressures, and alternative explanations that shape your problem.

You receiveA structural account of the situation, with competing explanations and their practical implications.

Your contribution

Your team checks the account against operational knowledge. Missing dependencies, conflicting aims, and differences between how work is described and how it actually happens become part of the inquiry.

AIDE’s contribution

Using Structural Analysis and instruments such as Archimedes, we build a shared representation and compare plausible explanations. We examine what each explanation would mean and what evidence could distinguish it from the others.

In the hospital example

An empty room may still need cleaning, staffing, assignment, or the right facilities for the waiting patient. The analysis separates bed numbers from the conditions that make a bed usable.

You can inspect the reasoning, question the representation, and redirect the investigation.

Explore the hospital analysis

Compact principles02 Judgment 05 Ambiguity

Test against evidence

Find out which explanations hold up.

We connect material conclusions to their supporting evidence, test alternatives, and make consequential gaps explicit.

You receiveAn evidence-backed comparison showing what is supported, what is uncertain, and what would change the assessment.

Your contribution

You provide or authorize access to relevant information and help establish what the records mean. Domain specialists help identify sampling limits, missing context, and measures that may misrepresent the situation.

AIDE’s contribution

We separate observations from interpretations, link claims to sources, and examine contradictory evidence. Where the evidence is insufficient, we identify the specific information needed rather than fill the gap with a confident explanation.

In the hospital example

Discharge timing, room turnover, and patient–bed compatibility each tell part of the story. A linked view of the same patient journeys would help determine whether those delays combine, and where closer investigation would be useful.

Confidence follows the evidence available for the particular claim.

See the questions a review can raise

Compact principles04 Honesty 08 Evidence

Review and challenge

Bring the difficult questions into the work.

An explanation becomes more useful when people can test its assumptions, offer conflicting experience, and identify what it leaves out.

You receiveA review record showing the material questions raised, how the analysis responded, and any remaining disagreement.

Your contribution

The appropriate reviewers bring operational expertise and affected perspectives. They help judge which concerns matter to the decision and whether a response is adequate.

AIDE’s contribution

We test the argument, surface hidden assumptions, organize challenges, and prepare revisions. Material disagreements remain visible, with their implications for the use of the work.

In the hospital example

A leadership account may overlook patients’ experience of waiting or staff knowledge of difficult handoffs. Review asks whose perspective is missing and what that absence could change.

Review can revise the analysis, narrow a claim, or identify an additional line of inquiry.

Explore three practical challenges

Compact principles10 Contestability

Prepare for judgment

Leave with a usable basis for the next decision.

We bring the analysis, evidence, alternatives, and review into a clear package your team can examine and use.

You receiveA decision-support package and a continuing inquiry record, with limitations and next questions clearly stated.

Your contribution

You judge whether the work is sufficient for its intended use, determine the next priority, and authorize any consequential action. Review and sharing responsibilities are agreed as part of the engagement.

AIDE’s contribution

We prepare a Decision Surface: the interpretations, supporting evidence, alternatives, tradeoffs, and unresolved questions most relevant to your judgment. We preserve the reasoning and evidence so the inquiry can be resumed as circumstances change.

In the hospital example

Leadership would receive a comparison of the plausible sources of delay and the evidence needed to distinguish them. Choosing an intervention requires additional operational judgment; the analytical comparison makes that judgment better informed.

You retain the judgment about what to prioritize, recommend, authorize, and do.

See what you receive

Compact principles02 Judgment 09 Traceability

What you receive

Work your team can examine, use, and revisit.

The deliverables are shaped around your question and agreed scope. Together they preserve the reasoning behind the conclusions and help your team make an informed decision.

01 · Direction

An inquiry brief

The question, purpose, boundaries, responsible people, and intended use of the work.

02 · Understanding

A structural analysis

A visible account of the relevant relationships, constraints, pressures, and alternative explanations.

03 · Confidence

An evidence and review record

The sources supporting material claims, important limitations, challenges raised, and how the work responded.

04 · Judgment

A decision-support package

A concise comparison of interpretations, alternatives, tradeoffs, and next questions, backed by a record that can be updated.

The record supports 09 Traceability: consequential reasoning remains available for inspection, revision, and continued use.

Challenge strengthens the inquiry

Ask the questions that could change the conclusion.

A useful review concentrates on concerns that matter to the decision. The hospital example shows three kinds of questions a client and AIDE would examine together.

This is 10 Contestability: material interpretations remain open to challenge.

PerspectivesWhose experience is missing?Explore

A leadership view may not capture what patients experience while waiting, or what staff see at difficult handoffs.

How the inquiry responds

Include the relevant perspectives in review and examine how they change the account of the problem. The review includes affected people’s experience as well as the judgment of those responsible for the decision.

EvidenceAre we measuring capacity at the right time?Explore

A hospital may have spare beds at midnight while appropriate beds are unavailable during the afternoon surge.

How the inquiry responds

Compare demand with staffed, ready, patient-compatible beds during the actual pressure window. A convenient measure should not silently stand in for the condition that matters.

ExplanationDo these delays actually occur together?Explore

Slow discharge, room turnover, and placement difficulties may all occur. That alone does not show how they combine in an individual patient’s wait.

How the inquiry responds

Trace the same patient journeys across those steps. Test the combined explanation against alternatives before treating it as the main cause.

How the work is governed

Clear responsibilities keep the inquiry useful.

Governance is built into the engagement: who directs it, what information it can use, how conclusions are reviewed, and who can authorize the next step.

The Human–AI Compact sets the principles for collaboration. Governed Inquiry puts them into practice through agreed responsibilities, explicit boundaries, evidence review, opportunities for challenge, and a record that supports revision.

Your organization directs and decides

Set the purpose and priorities.
Provide domain knowledge and relevant perspectives.
Review consequential conclusions and remaining uncertainty.
Determine recommendations, authorize action, and retain accountability.
Capability — Your team remains actively involved in interpreting evidence, challenging explanations, and exercising judgment.
Proportion — The scope of AI assistance and review is matched to the work’s stakes, costs, and effects on human capability.

AIDE develops and supports the inquiry

Structure the problem and compare explanations.
Connect material claims to evidence and assumptions.
Surface challenges and revise the analysis.
Prepare clear outputs and preserve their basis for continued use.

AI contributions are identified. Important assumptions and disagreements remain visible. The level of review reflects the consequences of the work, with scope and use agreed by the responsible people.

Begin a conversation

What question is your organization trying to resolve?

Tell us what is happening, why it matters, and what decision or understanding you need. We can discuss whether a Governed Inquiry fits, what information would be needed, and a practical scope for the work.

Discuss an inquiry Explore Governed Cognition

This page describes AIDE’s approach to a scoped engagement, illustrated through the hospital example. Deliverables and responsibilities are agreed for each inquiry; no particular finding or operational outcome is promised.