YAS / IMPLEMENTATION CAPABILITY

Use AI inside a controlled workflow,not as an unbounded actor.

AI is useful when it assists classification, extraction, research, transformation, or context assembly inside a process with clear authority and review.

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When this capability is useful

  • Unstructured email or documents require classification or extraction.
  • Research and summarisation consume recurring operator time.
  • Drafting repeats but still requires accountable review.

What must be designed

  • Grounding inputs, output boundaries, and confidence conditions.
  • Human review, escalation, and fallback for uncertain cases.
  • Evaluation criteria tied to the workflow, not a prompt collection.

Decision artifacts

Choose the surface after the operating model.

  1. 01

    AI boundary diagram.

  2. 02

    Example evaluation matrix.

  3. 03

    Human-review and fallback flow.

AI-assisted workflow with human review boundaries

When not to use it

  • Do not sell a chatbot demo as an operating system.
  • Do not promise autonomous agents with unbounded permissions.
  • Do not call prompts alone a system.

Related decision path

Content to publication workflow

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What are you trying to make work?

Bring the workflow, the bottleneck or the product idea. We can start with what exists and define the next useful version.

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