Use cases / People and insight

AI Decision Support

Recommendations you can trace from data to decision.

01

Problem

Leaders get conclusions without the evidence behind them. When a decision is questioned later, nobody can reconstruct why.

02

AI capability

Gather evidence, model options and trade-offs, state assumptions and uncertainty, and record the recommendation.

03

Data

The agent works from the context you connect, not from the open internet by default.

  • Analytics and forecasts
  • Risk records
  • Policies and precedent
  • Internal and approved external research

04

Agent

Decision Support Agent

Prepares option analyses with assumptions and evidence for a named decision owner.

05

Workflow

  1. 1. Decision framed
  2. 2. Gather evidence
  3. 3. Model options
  4. 4. State assumptions and uncertainty
  5. 5. Recommend
  6. 6. Owner decides
  7. 7. Outcome recorded

06

Governance

Governance runs inside the agent at runtime: policy changes what it can actually do.

Can

  • Read evidence it is granted
  • Model options
  • State assumptions
  • Recommend with sources

Cannot

  • Make the decision
  • Hide assumptions
  • Use unapproved data
  • Edit the decision record after the fact

Requires approval

  • Any action following a recommendation
  • Use of restricted data

Records

Agent identity, Data accessed, Model used, Output, Tools called, Policy applied, Decision, Approval, Action, Outcome.

Suggested starting autonomy: L1 Assist

Start at L1: advice only. The decision owner remains accountable and the record links data, model, recommendation and decision.

How controlled autonomy works

07

Outcome

What you measure, so the agent earns more autonomy on evidence:

  • Decisions with a complete evidence trail
  • Time to prepare a decision pack
  • Recommendations later revised and why
  • Outcome versus expectation

Questions

Does the agent decide?

No. It recommends. A named owner decides and the decision is recorded.

Can we audit a past decision?

The traceability chain links data, model, agent, decision, action and outcome.

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