Useful AI, governed

Put AI inside a controlled workflow—not beside it.

We select practical use cases, design prompts and agents around real work, then establish human approval, evaluation and monitoring.

Discuss this capability See the method

Applied AI Live workflow

Human-governed agent console

A representative operating view. Labels reflect the decisions, handoffs and controls used in this capability.

01Intake
02Prompt version
03Agent run
04Human review
05Release

Request classifiedv3.2 approvedDraft preparedEvidence checkedReady

Data boundary setPolicy attachedRisk flaggedEdit requestedHeld

Owner assignedTest suite passedRationale loggedApproval capturedMonitored

Running: Intake00:01 · Human-owned workflow

When this helps

Operating situations

Teams are experimenting with models but outputs are inconsistent
A high-volume workflow needs classification, drafting or summarisation
An agent must hand work to a person at defined risk points
Leadership needs clear controls for data handling, evaluation and model change

Methodology

A controlled route through the work.

Every stage produces an explicit decision, artefact or working change.

01Select the use case
02Map the workflow
03Design the agent
04Evaluate
05Embed and monitor

Deliverables

What the engagement leaves behind.

Deliverables are adapted to the decision and maturity of the organisation.

01Use-case portfolio
02Workflow and control map
03Prompt and agent specification
04Human-approval design
05Evaluation set and scorecard
06Monitoring and adoption rhythm

Human governance and risk

Controls cover data handling, prompt changes, model risk, human approval, evaluation and ongoing monitoring. Automation does not remove accountable human decision-making.

Engagement options

Focused diagnostic, design sprint or embedded implementation.

Diagnostic

Frame the decision or workflow, establish evidence and define the highest-value next move.

Design sprint

Produce the target model, controls, prototype and implementation backlog.

Embedded implementation

Build, test, enable owners and establish the operating cadence alongside the team.

Start a project

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