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HomeUse CasesDiscovery review triage
Legal & Law Firms

Discovery and document-review triage for litigation

A document-review triage system designed to read a discovery set, flag likely-relevant and potentially privileged documents, and route the ones worth an associate's eyes — so the team reviews the fraction that matters instead of billing hours across everything.

An illustrative example of a system we can build — not a client engagement, and with no measured results.

Summarize with AI:ChatGPTClaudePerplexity
Review the 10%First-pass relevance and privilege triage

The challenge

In a manual review, associates read 100% of a document set to find the 10% that actually matters, and privilege calls get made under deadline pressure across thousands of files. It is slow, expensive, inconsistent between reviewers, and hard to defend when a privileged document slips through.

How we'd build it

  • We'd build a triage pipeline that reads each document and scores it for relevance to the matter's issues, with the reasoning attached
  • We'd add a privilege-flagging layer that surfaces potentially privileged material for a lawyer to confirm, never auto-withholds on its own
  • We'd route documents into review tiers by confidence, so associate time goes to the borderline and high-signal set first
  • We'd deploy it on your own infrastructure, connected to your review platform, so privileged material never leaves the firm

What it's designed to deliver

  • Designed to surface the documents worth reviewing instead of forcing an eyes-on pass over the entire set
  • Built to make privilege and relevance flags consistent across a matter, not dependent on which associate drew the batch
  • Intended to keep every flag traceable to the passage and logic behind it, so review decisions are defensible
  • Handed over as 100% of the code, deployed on infrastructure you own — client confidences stay inside the firm
Service: AI Automation & RPAIndustry: Legal & Law Firms

And like everything we build, you'd own it

Source code handed over, in full
Deployed on your infrastructure
Full documentation & handoff
Built to run without us
Questions

What to expect

No. This is an illustrative example of a system Plenaura can build — not a delivered client engagement, and it carries no measured client results. We're a pre-launch studio building our first projects, and we won't present invented case studies as real.

Yes. Like everything we build, you own 100% of the code, models, and infrastructure, deployed under your control — no vendor lock-in and no platform fees.

It's scoped per project on a timeline agreed in writing before any work starts. A single focused capability ships faster than a fully connected system; we lock scope and timeline up front so there's no open-ended drift.

More use cases

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Want a system like this? Let's scope it.

Tell us the problem. We'll map the system and scope it with you — or give an honest no.

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AI automation, agents, computer vision, and forecasting — built to production for growing businesses and handed over in full: code, models, and documentation.

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