One source of truth for AI
Templates, clauses, brand assets and metadata are exposed to Copilot, MCP agents and your own tools through a governed API — not scraped from someone's Downloads folder.
← Why KameleonProblem · AI on top of chaos
Copilot will not fix a template problem. It will scale it.
Generative AI is now writing proposals, emails and reports at 10× the volume — and inheriting every off-brand template, stale clause and wrong jurisdiction it can find. Without a governed source of truth, AI doesn't reduce risk; it multiplies fan-out, frequency and severity.
WHAT IT COSTS TODAY
The daily tax nobody put on the roadmap.
- Copilot grounds on the nearest file — often the stale one on someone's OneDrive.
- AI-generated proposals reintroduce clauses legal retired months ago.
- ‘Draft me an email’ pulls a signature and disclaimer from context, not from policy.
- MCP-enabled agents write to SharePoint with inconsistent metadata and no audit trail.
- Volume goes up 10× — the same 0.5% error rate now hits a hundred customers a week, not five.
10×
content volume from AI
0.5% → 100s
same error rate, wider blast radius
MCP-ready
governed content for any agent
100%
AI output on-brand & on-policy
What changes on Monday morning.
Guardrails that AI can't route around
Signatures, disclaimers and legal entity rules are applied at send / save — after the AI has finished writing. The model can't skip them.
Audit trail for every AI-authored doc
Which template, which clauses, which brand kit, which user, which agent — logged, timestamped, exportable.
FOR THE CIO, CHIEF AI OFFICER, COMPLIANCE, CMO
The internal case, already written.
Every AI conversation with a customer or regulator is a governed content problem. The organisations that win with AI are the ones whose AI writes on top of a governed layer — not on top of SharePoint sprawl.
- Make Copilot safe to roll out to every employee.
- Give MCP-enabled agents a governed content endpoint.
- Prove to the board that AI output stays inside the compliance envelope.
- Turn AI volume into a scaling advantage, not a scaling liability.