Overview
A regulated, multi-product knowledge estate had become fragmented after years of shifting ownership, product changes, rebranding, and organizational restructuring. Documentation was aging, metadata and taxonomy had lost meaning, and governance expectations and boundaries were unclear. The estate needed structure, alignment, and a governance model autonomous teams could follow.
The Problem
- Aging content across product lines, with overlapping material after product shifts
- Inconsistent formatting, structure, and naming conventions
- Missing or misaligned metadata and taxonomy categories that had lost meaning
- Legacy documents without clear ownership
- New knowledge domains and changing team responsibilities
- Governance expectations and boundaries that were unclear or not adopted
- Contributors unsure how to align to standards and ownership
- Multiple departments were producing content with no shared standards.
Constraints
- Autonomous teams with no direct reporting lines
- No platform ownership
- No unified taxonomy, metadata discipline, templates, or standards
- Years of legacy content no one wanted to touch
- High emotional load during reorganization, ambiguity, and time pressure
What I Built
- A predictable review cadence and governance boundaries clarifying ownership
- A rebuilt metadata schema aligned to lifecycle, taxonomy, product identity, and team structure
- Taxonomy alignment across product domains and newly created knowledge domains
- Content type alignment, templates, and standards for consistent structure and naming
- An intake workflow for new and cross-product documentation
- AI agents to validate governance alignment, identify misalignment and fragmentation, flag gaps, and generate aligned drafts
Influence Without Authority
- Coached contributors through 1:1s, standards walkthroughs, and education
- Used before-and-after examples and AI-generated proof to demonstrate misalignment and reduce debate
- Advocated for contributor needs with product teams and leadership
- Stabilized a contentious environment through clear communication and ongoing support
- I build governance frameworks that align cross-functional content producers without disrupting their autonomy.
Outcomes
- Reduced content aging and full alignment with governance expectations
- Consistent metadata and taxonomy with restored meaning
- Improved cross-product clarity and clear ownership boundaries
- Consistent templates and standards
- Predictable, scalable content operations and a unified, trusted knowledge estate
- An AI-ready content foundation
- Cross-team alignment without meetings and consistent content across the organization.