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    Knowledge management examples: show how expertise becomes useful work

    Useful knowledge management examples connect information to a job someone needs to complete. A collection becomes valuable when a colleague can prepare a meeting, apply a client requirement or make a supported recommendation. These examples show the information, ownership and review each pattern needs.

    The starting point

    For each knowledge collection, name the job it supports and test whether a person can use it correctly without reconstructing the context.

    Example 1: prepare context for a colleague’s meeting

    In our current build, a person unfamiliar with an account obtained enough context to cover a colleague’s meeting. Said reported that one person got that context in as little as 30 minutes. The underlying output has not been independently inspected here, and there is no previous-time baseline.

    The useful pattern is a briefing collection: current agreement, objectives, recent decisions and open issues, each linked to its source. A colleague needs to know which questions are unresolved as well as what has already been decided.

    The account owner checks sensitive or uncertain decisions. One reported preparation event does not establish that every colleague can take over every account in the same time.

    Example 2: maintain client-specific reporting knowledge

    Said describes reporting requirements as difficult to map because clients need different information and the software routes can vary. A shared reporting method should therefore sit alongside each client’s approved requirements.

    The example pattern records the common method, client variation, current source and person responsible. When a requirement changes, the approved decision updates the client record. A reporting colleague can then identify the correct route without reconstructing an email history.

    This is an application of Said’s reporting experience. The specific structure is a proposed pattern, with no measured reporting improvement claimed.

    Example 3: connect a request to current client expertise

    Our delivered journalist workflow sorted requests, matched them to clients and prepared draft responses. At launch, all outgoing messages required human approval. Its case study establishes that delivered scope.

    The knowledge pattern connects an incoming request to approved client expertise. The reviewer needs evidence that the client can make the proposed contribution. A list of names or broad topics cannot supply that evidence on its own.

    Keep expertise records current, with a responsible owner and source. A missed match and an unsupported match need different corrections.

    Example 4: reuse a method while preserving client context

    A content service may use a recurring method to prepare a brief while each client has different goals, competitors and approved claims. Said sees an opportunity to offer former clients a smaller self-service arrangement using that context.

    The knowledge pattern separates the reusable method from private client information. It retains expert involvement for the decisions the client and firm agree still need review. The commercial offer is proposed; customer uptake and revenue have not been established.

    What each example must preserve
    PatternImportant knowledgeResponsible person
    Meeting briefCurrent goals, agreements, decisions and open issues.Account owner.
    Reporting routeShared method and approved client variations.Method owner and account owner.
    Request matchCurrent expertise and evidence for the recommendation.Client expert and response reviewer.
    Reusable serviceShared method, private context and review rules.Service owner and client approver.

    Test one pattern in a real job

    Choose a small collection with enough context to complete the job. Include an outdated or missing record and observe whether the user recognises it. Record complete-job effort, unanswered questions and corrections rather than the number of pages created.

    Worked example

    An invented meeting-brief collection

    Invented teaching example. No client outcome is claimed.

    QUESTION

    What does the colleague need to know before the account meeting?

    COLLECTION

    Current agreement, approved goals, decision log and open issues.

    REVIEW

    The account owner checks an issue without a recorded decision.

    TEST

    A colleague prepares a brief, cites the supporting records and identifies the unresolved issue.

    LIMIT

    This completed example is separate from the reported 30-minute preparation event.

    Further reading

    Written by Said Lopez, founder of LeverageAI and author of Lean AI. Our guides draw on the method in the book and our work with clients.

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