Reduce exposure when using client reports and documents with AI
Replace organisations, people, figures and internal references while keeping enough context for useful AI-assisted work.
A company can be identified from a mix of location, role, project value and industry even when its name is gone.
What you can do with Privalume
- Catch identifying business context
- Compare source and working copy side by side
- Download the working copy and its exposure summary
Recommended process
- 01Classify the deliverable
Identify client, personal, financial and strategic information before deciding what can leave.
- 02Reduce the context
Replace people, organisations and projects; generalise figures or locations when exact values are unnecessary.
- 03Check usefulness and exposure
Confirm that the copy answers the question without revealing the client through combined clues.
Practical example
Goal: You want to turn a diagnostic into an executive summary.
Working document
Industry, city, revenue and acquisition date identify the client.
Prepared copy
CLIENT_A and value ranges preserve the issue without exposing every exact detail.
What you still need to check
- Public context can re-identify an organisation.
- It does not decide what agreements or client policy permit.
- Excessive generalisation can invalidate analysis.
Related guides
Preparing and reviewing a copy can reduce exposure, but critical documents still need a final review before sharing.