Acme Inc. will acquire Northstar Labs LLC for $6,250,000 under Project Harbor. Dr. Elena Ruiz will deliver the disclosure schedule to [email protected] by 10/15/2026.
Use case 04 · Contract review
Review a sensitive contract
with the commercial context protected.
Replace parties, deal values, contacts, and confidential project names while preserving the clauses and relationships an AI needs for a first-pass review.
The practical problem
The clauses may be suitable for AI-assisted comparison or issue spotting, but the agreement also exposes counterparties, commercial values, contacts, and deal context.
Desired outcome
The protected version retains the legal structure and defined relationships, making it useful for a limited AI task without sharing the original commercial identifiers.
A protected handoff
The useful context remains.
Selected details are replaced.
[[COMPANY_1]] will acquire [[COMPANY_2]] for [[AMOUNT_1]] under [[CUSTOM_1]]. Dr. [[PERSON_1]] will deliver the disclosure schedule to [[EMAIL_1]] by [[DATE_1]].
Replace locally
What gets protected
- Parties and counterparties
- Deal values
- Named contacts
- Projects and transaction labels
Keep useful
What the AI can still understand
- Defined-party relationships
- Clause wording
- Obligations and deadlines
- The type of requested analysis
Example task
A narrow prompt produces a more controlled handoff.
“Identify the obligations, deadlines, and ambiguous language in this extract. Return questions, not legal conclusions.”
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.
- 01
Consider whether values or dates are essential to the analysis.
- 02
Review schedules, headers, and pasted footers separately.
- 03
Treat the AI output as a draft for qualified human review.
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.