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    Data Workshop

    Relevant data and operational knowledge exist, but there is no shared view of sources, quality, gaps and ownership.

    Before your email inquiry: preparation and your note

    Your email application opens an inquiry with the relevant subject. Clarify scope, timing and price in the exchange before you commit.

    Bring one concrete question about your work. An existing check result or worksheet can help; confidential documents are not needed for this note.

    Content
    Data quality and knowledge documentation as prerequisites for dependable AI use.
    Format
    facilitated workshop
    Retained artifact
    Data map and knowledge inventory
    Boundary
    Shared inventory and decision basis; no prototype or system implementation.
    Enquire about the Data Workshop

    Illustrative sample · not a customer reference

    Data and knowledge map: incoming property enquiry

    Makes sources, gaps, and responsibility visible before a technical solution is planned.

    Source
    CRM enquiry form · owner-provided details
    Required knowledge
    When an enquiry is complete enough for a callback decision
    Missing basis
    No shared definition of “complete”
    Responsibility
    Sales defines; privacy and operations review
    Retained output
    Data map and knowledge inventory as a shared decision basis.
    Preparation
    Known sources, sample fields, responsible roles, and disputed definitions.
    Boundary
    Inventory and decision basis; no prototype or implementation.
    Try the preparation worksheet