Re-Engineering Investigations, Discovery and Document Review.
Merlin is transforming how professionals investigate, discover and review information. We're putting agentic AI to work across large document collections, helping legal and other professionals find what matters, understand complex information and make better decisions.
The goal is finding answers, not just documents. In complex litigation and investigations, information is scattered across emails, contracts, reports, transcripts and millions of other records. Finding relevant documents is only the beginning. Professionals must understand what happened, determine which documents matter, make decisions and act on what they learn. AI does much of the heavy lifting while people remain in control, directing the work and making the decisions that matter.
We're building on nearly three decades of discovery innovation. Our team pioneered cloud discovery, multilingual search and continuous active learning before selling our first international eDiscovery company to OpenText. Today, we're using agentic AI to fundamentally change how discovery work gets done.
Our team combines AI and legal-process expertise to turn scans, transcripts, medical records and other challenging documents into searchable information, summaries and structured data.
Find what matters. Understand what it means. Put it to work.
Alchemy is Merlin’s agentic AI software platform for investigations and discovery. It combines a complete discovery workflow with AI that works alongside your team across millions of documents.
Give Alchemy a question or an assignment. It can plan the work, investigate the information, pursue follow-up questions and develop sourced answers and work product. Your team directs the inquiry and decides what comes next.
Find.
Uncover relevant information across millions of documents with integrated keyword search, semantic search and continuous active learning.
Understand.
Investigate what happened. Connect facts, people and events, pursue new questions and develop answers grounded in the record.
Put it to work.
Build reports, timelines, witness materials and arguments that help your team prepare, advise and develop strategy.
Traditional discovery starts with searches. Alchemy starts with the question.
Ask what you want to know about the matter in ordinary language. Alchemy finds the most relevant information, analyzes it in context, and develops an answer your team can review, test and use.
Ask the question. Let Alchemy do the searching.
MERLIN✧
PRODUCT PREVIEW
Ask Alchemy
Clear answers, grounded in your documents.
Jeb Bush ⌄
+ New question
▤What were the defenses to the eminent domain claims?
Ask Alchemy →
✦ Alchemy’s AnswerBased on 28 relevant documents
Defenses to Eminent-Domain Claims
The documents describe several defenses to eminent-domain actions: challenging whether a taking served a valid public use, disputing the factual or procedural basis for the taking, and relying on statutory reforms to restrict takings for private development.
Key Points from the Documents
No valid public use; private development alone was insufficient. Opponents argued that taking property for private developers was not a genuine public use. (3 documents)
Economic benefit alone did not justify a taking. In the Norwood case, the court scrutinized the asserted public purpose. (4 documents)
The property did not meet the asserted blight criteria. Homeowners challenged the characterization of a well-kept neighborhood. (5 documents)
Illustrative preview based on an Ask Alchemy analysis
From First Question to Final Resolution
One AI Teammate Across the Matter.
Complex matters do not unfold in separate boxes. An investigation leads to new documents. Review uncovers new questions. A deposition changes the theory of the case. New information reshapes strategy.
Alchemy stays with the team as the work changes. Use it to investigate what happened, find and review relevant information, prepare for witnesses and depositions, develop strategy, test arguments and turn what you learn into work product.
Same matter. Same information. One AI teammate working alongside your team throughout.
Rethinking Discovery
Discovery Platforms Were Built to Find Documents.Alchemy Was Built to Help You Understand Them.
Finding relevant documents is essential. Understanding what they tell you is the goal. Alchemy builds on search to investigate questions, connect information across documents and develop sourced answers your team can examine and use.
What happened, and who knew?
Traditional Discovery Platforms
Documents that may hold the answer.
⌕safety concern managementSearch
Project Update - Q3 2022.docx
Internal Email · 12 pages
We noted a safety concern with the design. The issue was discussed at the meeting and options were considered.
Team Meeting Notes.txt
Notes · 4 pages
Discussion of the safety concern and next steps. Agreed to escalate to management for review.
Management Update - Oct 2022.pdf
Presentation · 18 pages
The team raised a safety concern. Management was notified and requested additional analysis.
Follow Up - Action Items.eml
Internal Email · 3 pages
Confirming the safety concern has been escalated to management and the analysis is underway.
The output
Search hits, ranked documents and highlighted passages.
The team’s work
Read the results, assemble the story and develop conclusions.
Alchemy
An answer grounded in the documents.
✧ What happened, and who knew?
The records show a concern was raised, discussed by the team and escalated to management. [1] [2] [3]
An initial concern was identified in an internal communication, discussed at a subsequent team meeting and then escalated to management, who requested additional analysis. [1] [2] [3]
Timeline
Concern raised[1]
Team discussion[2]
Management notified[3]
Source documents
Project Update - Q3 2022Email · Sep 14, 2022
“We noted a safety concern with the design…”
[1]
Team Meeting NotesNotes · Oct 03, 2022
“Discussion of the safety concern and next steps…”
[2]
Management UpdatePresentation · Oct 10, 2022
“The team raised a safety concern. Management was notified…”
[3]
The output
Sourced answers, connected facts, timelines and reports.
The team’s work
Examine the supporting record, challenge conclusions and decide what to do next.
From searching for documents to understanding the matter.
Built Better
Your Matter. Your Cloud.
Most platforms run matters on shared infrastructure. Alchemy gives every matter its own isolated cloud environment, giving your team greater control over security, deployment and cost.
Isolate
One matter. One environment.
No shared compute. No commingled files. Each matter runs in its own secure cloud environment.
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, exposes edge cases, helps refine the review protocol and validates the results before full review begins.
Human judgment directs the review. AI provides the scale.
Human judgment. AI scale.
One protocol. An AI team. Review at scale.
Build
Study the collection, find edge cases and refine the protocol through targeted questions.
Validate
Test against fresh documents and measure accuracy before full review begins.
Review
Apply one validated protocol across the collection with consistent judgment.
90%+ minimum validation accuracy
95%+ typical validation results
Documented reasoning for every call
Merlin AI Services
We Tame Difficult Documents.
From scanned documents to transcript and medical record summaries, Merlin turns challenging files into information your team can search, understand and use.
Scanned Documents
Transcript Summaries
Medical Record Summaries
General Summaries
Metadata Extraction
Scanned documents
Searchable. Structured. Ready to use.
ScansHandwritingComplex layouts
Turn scanned pages and difficult layouts into information your team can find and use.
Better information in. Better analysis out.
Why Merlin
We Built One Generation of Discovery. Then We Got the Chance to Build the Next.
Merlin combines three decades of discovery innovation with AI and cloud technology built from the ground up for the way legal teams work today.
AI at the Center
Built around AI rather than adding it to a legacy platform.
Complete Discovery Workflow
Software and workflows to manage the matter around the AI.
Cloud Smart Architecture
Single-tenant isolation, elastic resources and utility economics.
1997–2000
Connect
Intranets and extranets for litigation teams.
2000–2007
Cloud
Early cloud discovery.
2007–2012
Multilingual Discovery
Discovery across languages.
2012–2019
Machine Learning
First CAL system on the market.
2021
Scalable ML
Ranking in 100 ms.
2023–Today
Generative AI
First GenAI applications. Now an AI Discovery Team.
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Clients & Results
Trusted for Complex Matters.
Leading corporations, law firms and investigation teams use Merlin on complex matters involving large volumes of documents.
“Merlin delivered evidence-backed answers from 100,000 documents in weeks, not months or years.”
Darren Mullins
EMEA Investigations Partner, HKA (Dubai Office)
“Alchemy is so far ahead of all the other ediscovery chatbot/question answering investigatory tools out there. There is complex orchestration under the hood but simplicity in user interaction.”
Dr. Jeremy Pickens
Managing Director of Applied Science at Elevate
“Unlike other tools, Merlin’s plain-language interface makes it instantly accessible and adoption will be exponential.”
Keyword, semantic search and continuous active learning solve different problems. Used together, they can find evidence that any one method would miss.