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Use case 03 · Proposals

Review a proposal
without unnecessary client details.

Ask AI to improve clarity and identify open questions while reviewing the customer name, contact details, and commercial terms you share.

The practical problem

You want a second look at scope and wording, but the proposal also contains a named customer, a budget, and a direct contact.

Desired outcome

The AI can comment on scope, deliverables, and clarity using a reviewed copy. Verify every suggestion against the original proposal.

A protected handoff

The useful context remains.
Selected details are replaced.

Try this exact example
Proposal note · Fictional example

Cedar Labs requested a $12,500 website redesign proposal. The scope includes five pages and two rounds of revisions over six weeks. Send questions to [email protected].

Sensitive values presentDo not send
Protected working copy

[[COMPANY_1]] requested a [[AMOUNT_1]] website redesign proposal. The scope includes five pages and two rounds of revisions over six weeks. Send questions to [[EMAIL_1]].

Illustrative replacementsCheck your own copy

Replace locally

What gets protected

  • Customer and company names
  • Budget when irrelevant to the task
  • Contact details and internal project names

Keep useful

What the AI can still understand

  • Project scope
  • Deliverables and revision limits
  • Timeline and questions for review

Example task

A narrow prompt produces a more controlled handoff.

Prompt after protection
“Review this protected proposal note for unclear scope and missing deliverables. Return questions to resolve, without inventing commitments. Preserve placeholders exactly.”

Send only the protected working copy, and only through an AI provider and account approved for this work.

Human review remains essential

Protection is a checkpoint, not a permission slip.

  1. 01

    Manually add customer or project names the scan misses.

  2. 02

    Retain numbers needed for the requested analysis; do not ask for budget calculations on replaced figures.

  3. 03

    Check suggestions for new promises, unsupported deadlines, or invented prices.

Ready when you are

Make the protected copy before the AI conversation starts.

Open the matching synthetic example, review every replacement, and see the complete local workflow.