Insights & proof

A pilot is not the finish line. It is a decision instrument.

Every stage creates an artefact leaders can inspect. The pathway ends with an explicit choice—not a ceremonial rollout.

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Evidence-to-scale governance

Five artefacts for a better decision.

01

Decision charter

Name the consequential outcome, owner and uncertainty.

02

Evidence baseline

Make workflow, information gaps and risks visible.

03

Measured intervention

Prove the change in representative operating conditions.

04

Decision-grade review

Compare results, disclose limits and test adoption.

05

Owned scale decision

Scale, change or stop with accountability intact.

SFG Field Intelligence

Practical perspectives for the AI era.

Operations · Human judgement

Claude can draft the reply. Your team owns the relationship.

Put customer context and a human decision around every AI-assisted response.

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Internal tools · Built with the team

Codex can build the tool. Your people define “good.”

Start with a recurring handoff. Build with the people who do the work, and test the result.

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Responsible AI · Scale readiness

The AI pilot worked. What must be true before you scale?

Ownership, controlled access and repeatable evidence turn a demonstration into a decision.

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Evidence in practice

A claim becomes useful when it can be tested.

We distinguish an idea, a pilot result and a sustained operating outcome. Each needs different evidence before leaders can make a commitment.

01

Define the baseline

Record the starting measure, time period, source and known limitations.

02

Test the intervention

Compare a bounded change with the baseline under representative conditions.

03

Review adoption and risk

Check whether people can use the change and whether controls work in daily operations.

What you can take forward: A decision record that shows what was observed, what remains uncertain and who owns the next step.