JOSHUA CHRISTENSEN
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Readiness Playbook

Client:

Role:

The Challenge

The client wanted to launch AI pilots (Copilot and automation) but lacked a foundation. Different teams had inconsistent taxonomies, knowledge flows, and data structures. Without structure, there was risk of “cool demo, no adoption.”

The Approach

  • Audited existing content structures across SharePoint, Teams, and Line-of-Business apps.
  • Designed an “IA-first” framework to align metadata, taxonomies, and document life cycles.
  • Built a playbook for pilots, including guardrails, measurement plans, and adoption tactics.
  • Facilitated workshops with leadership and employees to validate feasibility.
  • The Solution

  • Ensured AI pilots shipped with clear boundaries and measurable outcomes.
  • Improved findability and retrieval quality across pilot datasets.
  • Playbook became a repeatable model used by three other business units.
  • The Outcome

    Client Quote

    Reflection

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