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Legal & Compliance·6–16 weeks·6–8 weeks

eDiscovery Classifier

Reads the data room, classifies each document by responsiveness + privilege + relevance, surfaces the smoking guns first, hides the noise. Outside counsel costs drop, deal timelines compress.

Review hours
−40–70%
Time to first smoking gun
Days → hours
Outside counsel cost
−45%
The problem

What this fixes.

  • Outside counsel costs balloon on review hours

  • Smoking-gun docs surfaced too late

  • Privilege review is manual and slow

How it works

Three jobs, on rails.

Classify

Per doc

Responsiveness + privilege + relevance scoring.

Surface

Smoking guns

Highest-relevance docs surfaced first with reasoning.

Audit

Defensible

Decisions logged with model version + reasoning trail.

From signed proposal to live

The path.

01

Define the matter's responsiveness criteria with outside counsel.

02

Feed the data room; the classifier triages by relevance + privilege.

03

Reviewers tackle the highest-relevance docs first; the bulk is auto-classified.

04

Every decision logged with the model version and reasoning — defensible at trial.

A real moment

One scenario, one outcome.

The scenario

A 1.4M-document data room for a M&A investigation, due-diligence deadline in 6 weeks.

The outcome

Top 2,800 high-relevance docs surfaced by day 3. Outside counsel reviews the smoking guns first, not last. Final cost: 41% under the original estimate.

Engagement

Scoped on a call.

Delivery

6–8 weeks

Engagement model

Pilot → retainer

Scope confirmed in a 30-minute call. Fixed scope, fixed timeline before you sign. We'll send a one-page proposal within 48 hours.

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