Traditional Review
Senior attorneys
experienced, but expensive
Contract reviewers
lower cost, but inconsistent
Large teams
more scale, more management
Multiple languages
separate reviewers and workflows
AI-powered document review
One Review Manager.An AI Review Team.Millions of Documents.
Review Partner builds an AI review team specifically for your matter. It studies your documents, refines the review protocol, validates the results and then applies it across the collection with consistent judgment.
- 90%+validated accuracy
- Days, not monthsto complete reviews
- Built fromyour documents
Traditional Review Was Built Around Human Limitations.
Large document reviews have always forced tradeoffs. AI changes the economics. Review Partner changes the process.
Review Partner
Senior-level analysis
sophisticated and applied to every document
Consistent judgment
same criteria, same reasoning
Instant scale
add capacity without new training
One multilingual workflow
review across languages
AI changes the economics. Review Partner changes the process.
Document-Driven Review
Built From Your Documents. Not From Assumptions.
Review Partner studies your documents, exposes edge cases, asks targeted questions,
refines the protocol and tests it before applying it at scale.
Generic AI Review
A linear process. Built on assumptions.
Protocol
Define the instructions once.
AI Review
Apply to all documents.
Millions of Documents
Process everything at scale.
Hope the criteria work
Discover issues too late.
Review Partner Document-Driven Review
An iterative process. Built from your actual documents.
Initial Protocol
Start with your objectives.
Study the Documents
Analyze a sample of your actual content.
Find Edge Cases
Surface ambiguities and gray areas.
Ask & Refine
Ask targeted questions and improve the instructions.
Refine Protocol
Update based on findings.
Test Again
Validate against new document sets.
Validated Protocol
A stronger, more accurate set of instructions.
Review at Scale
Apply with confidence across your full collection.
How Review Partner Works
A Review Process You Can See, Test and Control.
- 01
Build
Built from your documents.
Study the collection, find edge cases and refine the protocol through targeted questions.
- 02
Validate
Proven before full review begins.
Test against fresh documents and measure accuracy. Full review begins only after validation.
- 03
Review
One protocol.
Applied at AI scale.Validated reviewers apply the same criteria across the collection with consistent judgment.
- 04
Document
Know what happened and why.
Receive documentation of the protocol, validation results and document-level reasoning.
- 90%+minimum validation accuracy
- 95%+typical validation results
- Documented reasoning
for every call
Merlin Review Partner
Your Expertise. Multiplied.
Professionals set the goals and make the calls. AI does the heavy lifting.
Review Manager
- Defines the objectives
- Shapes the criteria
- Answers difficult questions
- Evaluates validation
- Decides when to scale
Judgment
directs
the review
Review Partner
- Studies the collection
- Finds difficult documents
- Surfaces edge cases
- Applies criteria consistently
- Scales across millions
- Documents every determination
Why an AI Review Team Changes What Is Possible
Once the review criteria are properly developed and validated, AI changes what a review team can do.
Elite Intelligence
Apply sophisticated analysis to every document.
Tireless
Same attention on document 100,000 as document one.
Replicable
Add review capacity without introducing inconsistent judgment.
Persistent
The trained review capability remains available for later productions.
Multilingual
One workflow across languages.
More Secure
Fewer people need access to confidential information.
Built for the Review You Actually Need
Review Partner supports responsive, privilege and specialized review.
Responsive Review
Identify documents responsive to discovery requests, legal issues or investigative criteria.
Learn more about Responsive ReviewPrivilege Review
Apply sophisticated privilege criteria across communications and participants.
Learn more about Privilege ReviewSpecialized Review
Build custom protocols for confidentiality, redaction, issue tagging, PII and more.
Learn more about Specialized ReviewCAL
Review What Matters First.
For large collections, Continuous Active Learning (CAL) prioritizes documents by likely relevance, moving the documents most likely to matter to the front.
1,000,000Documents
CAL continuouslyreranks the collection
Most likelyrelevant first
Review Partner in Action
Real reviews. Real deadlines. Real results.
35,000Documents. Reviewed Overnight.
UK Government Privilege Review
A UK government agency faced a court-ordered deadline involving 35,000 documents requiring nuanced privilege determinations.
Result: Deadline met, with final sampling finding no privilege errors.
Overnight
Completion
Global Corporate Confidentiality Review
A large corporation needed to identify and redact confidential customer information across text and images, including customer names and logos.
Result: More accurate identification than the prior manual process.
Accuracy You Measure Before You Scale.
Review Partner ensures performance before full review begins.
Illustrative validation results and sample document names.
Validation Results
Responsive92%
Not Responsive96%
Overall Accuracy94%
READY FOR FULL REVIEW
Sample Document Results
| Document | AI Determination | Review Manager Agreement | View |
|---|---|---|---|
| Contract_0001.docx | Responsive | Agree | |
| Email_0423.pdf | Not Responsive | Agree | |
| Proposal_v3.png | Responsive | Agree | |
| Board_Notes.docx | Not Responsive | Agree |
90%+minimum validation accuracy
95%+typical validation results
NEWS & INSIGHTS
See What an AI Review Team Can Do.
Review Partner
See Merlin in action.
Watch the video →Article
Content coming soon.
Placeholder — final selection pending.Case study
Content coming soon.
Placeholder — final selection pending.Not a Black Box.
See the criteria. See the questions. See the reasoning. See the validation. See the result.
Criteria
Know what the AI was instructed to do.
Questions
See what commonly asked questions were considered.
Reasoning
Understand what drove each recommendation.
Validation
Measure before you scale.
Result
Trace the review from start to finish.
Review Partner gives you scale without giving up control.
Bring Us a Matter.
50,000 documents or 5 million. Responsive, privilege or specialized. We’ll show you how one experienced review manager can direct an AI team built for your documents.
Better criteria. Measured accuracy. Consistent review at scale.