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Method / From opportunity map to operation

See the whole business. Earn the first deployment.

We assess across functions, then deliberately narrow to the first accountable workflow—and let the evidence earn each expansion.

The four-stage loop

Think broadly. Make the next decision smaller.

The goal is not to force every opportunity into production. The goal is to choose the best first move, test it honestly, and let operating evidence earn any broader transformation.

  1. 01

    Opportunity Scan

    Assess and choose the first move

    Map how work, decisions, data, and systems move across the business, rank the opportunities, and choose one accountable workflow for a well-scoped deployment.

    Exit evidence

    A prioritized opportunity portfolio and one first workflow with usable data, an owner, a baseline, and a safe fallback.

  2. 02

    Readiness Pilot

    Prove it in shadow

    Build the working system, replay historical examples, run it beside the current process, and compare quality, cost, and speed.

    Exit evidence

    Pre-agreed value, quality, reliability, and safety thresholds are met—or the project stops or changes.

  3. 03

    Production Deployment

    Deploy with control

    Connect production identity and permissions, add approval and rollback paths, instrument the system, and release access in stages.

    Exit evidence

    Business, technical, and security owners accept the operating evidence and recovery plan.

  4. 04

    Managed AI operations

    Operate and improve

    Monitor value, quality, cost, model changes, exceptions, and adoption. Expand only when the first workflow continues to earn it.

    Exit evidence

    A durable operating rhythm, documented ownership, and a clear next workflow—or a clean handoff.

Production readiness

Four gates. One accountable decision.

Thresholds are agreed before the result is known.

GATE 01

Value

Does the measured gain justify the cost and change?

GATE 02

Quality

Does it meet the task-specific acceptance threshold?

GATE 03

Reliability

Does it behave under load, exceptions, and failure?

GATE 04

Safety

Are permissions, approval, audit, and recovery appropriate?

The first engagement

One workflow. Essential integrations confirmed after discovery.

A fixed-scope, paid engagement starts with the current process and its economic baseline. Historical replay and shadow mode come before consequential writes. At least one human approval point is required, with additional controls based on the workflow's risk.

Scope, price, timing, and acceptance thresholds depend on the workflow and are confirmed in a written engagement.

See the method applied to a workflow Discuss your workflow