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02 / Understand

Intelligence Layer

Turn connected information into informed next steps.

01 / The operational problem

An answer without operational context is another thing to check.

A forecast can be statistically useful and still recommend an impossible response when it misses capacity, policy or a recent change in the operation.

02 / What becomes possible

Bring the relevant constraints and evidence into evaluation, so an operator can understand why an option is being considered—and where uncertainty remains.

Define the task and permitted context, then compare a rule, analytic method or model against representative cases. Record inputs, limitations and evaluation criteria. Escalate uncertain results for human review.

03 / Design approach

Core design considerations

Context selection

identify the evidence each evaluation is allowed to use.

Option comparison

expose tradeoffs and known constraints.

Evaluation

test quality, failure cases and fallback behavior before relying on outputs.

A workflow worth proving

01A changed equipment condition triggers a review.
02Compare inspection and maintenance options against available capacity.
03Show supporting evidence and uncertainty to the maintenance lead.

Who can see, decide and act?

Agree what information can enter a model and who may inspect its output. A recommendation should not confer authority to change an operational system.

Fit the implementation to the environment.

Evaluate model endpoints, runtime location and data handling against the task. Compare quality and operating cost rather than assuming a single model fits every decision.

Agree what success would mean.

Use representative and adverse cases to assess recommendation quality, constraint violations and the rate of appropriate escalation.

Critical infrastructure: evaluate an intervention with its dependencies in view.
Data Layer01Intelligence Layer02Operations Layer03Deployment Layer04
05 / Put the picture to work

Follow the decision, not just the event.

Explore six stages of a decision workflow. Consider the evidence, authority and next action, then define how the result will be evaluated.

Review the decision before progressing to action.

Signal / Decision owner

A changed equipment condition triggers a review.

A forecast can be statistically useful and still recommend an impossible response when it misses capacity, policy or a recent change in the operation.

Decision record
Input → relevant operational event

Make the next decision a clearer one

Build clarity into every
critical decision.