Precision AI Medical, Legal & Regulatory Review

Medical, Legal & Regulatory Review, Reimagined with AI

Accelerate Medical, Legal & Regulatory review with AI-powered annotations, Veeva integration, and automated approval workflows.

oneRay MLR at a Glance

Veeva AI Partner
Veeva AI Partner
Veeva
Integrated
Fully integrated with Veeva RIM, PromoMats & Vault
Stand-alone
Also available as a stand-alone solution
Advanced
MLR Agent
More advanced than Veeva’s AI integrated MLR offering

How oneRay MLR Works

AI-powered automation for every step of the Medical, Legal & Regulatory review process, keeping humans in the lead.

Step 1

Automated Veeva Integration & MLR Review

A private AI platform for Deciphera that automates the Medical, Legal & Regulatory review of Veeva documents.

Documents are physically copied into AI for systematic review, with risk categories and recommended annotations delivered automatically.

  • Automated data integration from Veeva (data are physically copied into AI)
  • Systematic review of Veeva documents once documents arrive in AI solution, providing risk category & recommended annotations
  • Private AI platform for Deciphera
  • Review from a medical, legal & regulatory perspective
Automated Veeva Integration - Step 1
Step 2

Bi-Directional Veeva ↔ OneRay Sync

Full two-way integration between Veeva and OneRay ensures content flows seamlessly in both directions.

Source referencing now extends to slide references in addition to Veeva documents.

  • 1. Veeva to OneRay ✓ — Veeva data API pulls full content & (meta) data from Veeva into AI
  • 2. OneRay to Veeva ✓ — Generated content seamlessly integrates back into Veeva with automated approval process, including automated META information completion
Bi-Directional Veeva Sync - Step 2
Step 3

Annotation Access & AI-Assisted Review

Full access to original documents and Veeva annotations, with color-coded annotation types for instant clarity.

MLR review can be fully automated with AI assistance, or initiated manually at the user’s discretion.

  • Access to original document and Veeva annotations, including details and descriptions
  • Types of annotations are color-coded for easy identification
  • Automate AI-assisted MLR review or manually start the AI review process
  • Note: Release of system includes PDF view besides tokenized view (as seen on screen).
Annotation Access - Step 3
Step 4

Topic-Specific AI Annotations

AI-assisted MLR review produces topic-specific annotations based on your specific instructions across Legal, Regulatory, and Medical dimensions.

Text-highlighting makes it easy to identify comments relative to the exact text passage, with flexibility to include additional annotation types.

  • Medical, Legal, Regulatory-based review based on specific instructions
  • Additional annotation types can be included, such as spelling, grammar, etc.
  • Text-highlighting into text to easily identify comments relative to text passage
  • Note: Release of system includes PDF view and tokenized view. Interface for annotation edits and settings for submitting into Veeva as part of system release.
Topic-Specific Annotations - Step 4

Why Choose oneRay MLR

Save Time

Reduce MLR review time with AI-powered automation that processes Veeva documents and delivers recommended annotations automatically.

Ensure Quality

Maintain the highest standards with transparent AI decisions, color-coded annotation types, and tokenized + PDF review views.

Stay Compliant

Meet medical, legal & regulatory requirements with full audit trails and annotation-level traceability for every decision.

Scale Effortlessly

Handle reviews at any scale — from targeted document reviews to portfolio-wide MLR coverage across Veeva.

Seamless Veeva Integration

Bi-directional sync with Veeva: pull documents in, push approved annotations out — with automated META completion and approval workflows.

Full Transparency

Every AI decision comes with a clear rationale. Review, override, and audit every step of the process.

Ready to Transform Your MLR Reviews?

Join leading Deciphera teams using oneRay MLR to accelerate Medical, Legal & Regulatory review.

Request a Demo