Rational ReviewMachine Learning

Rational Review: Version 80 - July 2026

Sharper results, an updated agent, and less noise in every matter#


Our latest release focuses on the tools review teams lean on most — a near-duplicate engine built to scale, a redesigned Matter Agent, and faster detection of repeated content — so your team spends less time managing the platform and more time on the documents that decide a case.

Rational Enterprise  ·  Product Release Notes  ·  July 2026

In this release

  1. A near-duplicate engine built to scale
  2. A cleaner, more shareable Matter Agent
  3. Faster repeated-content detection at scale

Near-Duplicate Detection

A near-duplicate engine built to scale#

Data volumes in e-discovery only move in one direction. In this release we rebuilt near-duplicate detection to be lean, fast, and ready for the size of modern matters — so grouping keeps pace as your data grows, not the other way around.

It produces similarity scores that line up with how reviewers actually read a match: when the platform calls two documents a 90% match, they read like a 90% match. And it analyzes documents of every size accurately and consistently, so results hold up whether a matter is a few thousand documents or many millions.

  • A leaner, faster algorithm engineered to scale with growing matters.

  • Similarity percentages designed to match how reviewers interpret a match.

  • Accurate, consistent results across documents of any size.

Why it matters

Near-duplicate grouping drives how you batch, assign, and code documents consistently. A fast, scalable engine with scores you can trust — and controls you can adjust — means confident, defensible decisions at any volume.


Matter Agent

A cleaner workspace you can share#

The Matter Agent has a redesigned interface with UX improvements throughout, making it faster to find your way around and get to an answer. Beyond the new look, several additions make it more powerful in day-to-day work.

You can now upload your own files to use within a session, giving the agent the exact context it needs to help. And you can share a session with other users, so a colleague can see the questions you asked and the answers you got — useful for handoffs, review, and keeping others in the loop.

  • Redesigned interface — including a collapsible session list and a configuration panel — with UX refinements throughout.

  • Upload files — including PDFs, Word documents, and Markdown — to use as context within a session.

  • Share sessions with other users for read-only visibility.

  • Agent citations now highlight the exact source passage in the document viewer.

  • A complete audit log of agent activity, for oversight and defensibility.


Why it matters

Bring the agent the material you’re actually working with — and let colleagues see a session’s questions and answers without recreating your work.


Repeated Content Detection

Cut through the boilerplate faster#

Every matter is full of repeated content — email signatures, confidentiality notices, standard disclaimers — that adds volume without adding meaning. This release speeds up repeated-content detection with a new significant-text sampling approach, surfacing that boilerplate much faster — with the biggest gains in larger matters, where there’s the most of it to sift through.

  • Faster detection of email signatures, confidentiality notices, and other repeated content.

  • Meaningful performance gains on larger matters.


Why it matters

Identifying repeated content keeps search terms from matching on boilerplate like signatures and disclaimers, so your searches stay targeted on the content that matters most.


Also in This Release

More across the platform#

Viewer & rendering improvements

PDF markup downloads, improved PDF redaction rotation handling, and spreadsheet column paging.

Document set comparison

Refinements to how document sets are compared.

Image captioning permissions

More granular permission controls for image captioning.

Matter archiving

Reliability improvements to matter archiving.

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