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Overview

LOIS for Word gets smarter as your team works. Every time you redline a clause, flag strong fallback language, or upload a precedent, the system learns from it—without ever modifying your playbook. This learning improves future reviews, sharpens redlines, and makes Composer more accurate and context-aware. The result: faster, more consistent negotiations that reflect your voice and legal posture.

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Learning features

These three features are how LOIS for Word learns your negotiation style:

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1. Learn from toggle

Use this toggle in Microsoft Word to instantly flag a redline as a strong fallback. It lives directly under every AI-suggested redline. When you turn Learn from on:
  • The redline is saved as a precedent
  • Clause context and contract type are preserved
  • The system can reuse it in similar situations
  • Your base playbook remains untouched
Best for: Fallbacks you’d want reused by a junior lawyer or across similar deals.
Learn from toggle in Word

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2. Save redlines

Manually save any redline—whether suggested by AI or written by a human—into your knowledge base. You can do this directly from Word or from the Admin dashboard. Saved redlines:
  • Improve Composer’s ability to draft better fallback suggestions
  • Reflect your tone, structure, and preferred risk posture
  • Become part of a shared org memory—no playbook edit required
Best for: Capturing high-quality redlines during active negotiations without interrupting your workflow.
Save Redlines from Word

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3. Upload precedent documents

Upload redlined agreements to jumpstart your knowledge base. LOIS for Word extracts and learns from edits, comments, and clause variations. You can upload:
  • Marked-up NDAs, MSAs, vendor contracts, etc.
  • Internal fallback guidance docs
  • Clean templates with sample comments or tracked changes
Uploaded precedents:
  • Help LOIS for Word recognize patterns faster
  • Improve issue spotting and clause matching
  • Are stored as contextual learning—not formal rules
Best for: Rapid onboarding or seeding the system with past negotiation history.
Save contracts to your knowledgebase

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Where learning shows up

Once saved, precedents are used to:
  • Suggest smarter redlines in Word
  • Improve fallback suggestions in Composer
  • Tailor comments to your tone and clause philosophy
  • Recognize common clause variants and risk positions
These examples improve the experience immediately—and compound over time.

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Managing your knowledge base

Go to the Knowledge Base tab in the Admin dashboard to:
  • View and edit saved redlines
  • Delete outdated or low-quality examples
  • Upload more precedent contracts
  • See where each redline came from and how it’s used
You stay in control. Nothing is added without your approval.

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Why it matters

Playbooks are the foundation—but precedent learning makes them powerful. LOIS for Word doesn’t just match rules; it adapts to how your team negotiates in the real world.
  • Learn from live redlines as you work
  • Capture feedback and fallbacks on the fly
  • Train the system passively through your actual deals
  • Scale your review process without losing control