Applied AI systems
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Build from the workflow out.

Five moves connect current-state evidence, system design, integration, assurance, and the next operating decision.

Operating method. It describes the intended standard, not a claim that every project follows an identical path.

Use the assessment

Each move leaves evidence behind.

The method is not a presentation sequence. It is a chain of decisions and artifacts that a workflow owner, technical sponsor, and risk sponsor can inspect.

  1. Identify

    Map the work before choosing the technology.

    Define the decision, current path, failure modes, owners, data access, and acceptance criteria.

    • Workflow map
    • Baseline
    • Acceptance criteria
  2. Design

    Place rules, models, and judgment where they belong.

    Specify deterministic logic, AI behavior, permissions, evaluation, review gates, fallback, and economics.

    • System design
    • Evaluation set
    • Control matrix
  3. Integrate

    Enter the real moment of work.

    Connect identities, permissions, source systems, tools, instrumentation, and reversible actions.

    • Integrated system
    • Permission model
    • Operating record
  4. Assure

    Test the system and its failure behavior.

    Evaluate quality, edge cases, security, latency, cost, misuse, escalation, oversight, and rollback.

    • Test report
    • Launch boundary
    • Rollback plan
  5. Improve

    Expand only when the evidence supports it.

    Monitor outcomes, adoption, exceptions, latency, cost, and failed or escalated cases.

    • Monitoring plan
    • Exception review
    • Change record

A project advances when four conditions hold.

Defined
The unit of work, owner, decision, baseline, and acceptance criteria can be stated clearly.
Evaluable
Representative examples, edge cases, and failure costs can support a meaningful evaluation.
Operable
Identity, permissions, integration, review, monitoring, and support ownership can be assigned.
Reversible
Fallback and rollback are available before the bounded system changes consequential work.

A stop decision is a useful result.

Quality, risk, economics, or adoption may not hold.

The bounded system advances when it meets approved acceptance and operating criteria. It transfers under an approved model, continues with explicit ownership, reshapes, or stops. Momentum is not evidence.

Start with the workflow assessment.

Test whether the problem is defined well enough to choose an intervention.

Open the assessment