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Biopharmaceuticals verified Verified Outcome TRL 9

Enterprise Search & Knowledge Discovery

domain Client: A major biopharmaceutical company handshake Provider: AWS Kendra schedule Deploy: 2023
85 Impact
Enterprise Ready
Evidence Score: B/10
Strength: Medium

Executive Summary

ANALYST: COI RESEARCH

Deployment of ML-powered semantic search to unify access to fragmented R&D and compliance documents.

rate_review Analyst Verdict

"Low Risk. Represents a safe entry point for AI, delivering hard ROI in productivity without the 'hallucination' risks of generative models."

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Full Audit Report Available Includes Risk Register, Technical Specs & Compliance Data.

warning The Challenge

Massive volumes of unstructured data (scientific papers, compliance docs) were trapped in silos. 'Knowledge friction' wasted scientist time and created compliance risks from using outdated SOPs.

psychology The Solution

Deployed Amazon Kendra for NLP-driven semantic search. Connectors indexed data across disparate repositories to create a unified search layer without moving source files.

settings_suggest Technical & Deployment Specs

Integrations
SharePoint / Box / File Systems
Deployment Model
SaaS
Data Classification
Confidential
Estimated TCO / ROI
Moderate
POC Summary ( to )

"N/A"

shield Risk Register & Mitigation

Risk Factor Severity Mitigation Strategy
Index Freshness Low Automated connectors

trending_up Impact Trajectory

Audited value realization curve

Reduced manual search times by ~50% Verified Outcome
Primary KPIDeployed in <1 year
Audit CycleImproved compliance document retrieval accuracy

policy Compliance & Gov

  • Standards: Internal
  • Maturity (TRL): 9
  • Evidence Score: B/10
  • Data Class: Confidential

folder_shared Verified Assets

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Verified Case Study
PDF • Version 1
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Technical Audit
PDF • Audited
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Security Architecture

The "Blind Verification" Protocol

How we verified these outcomes for A major biopharmaceutical company without exposing sensitive IP or identities.

Private
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1. Raw Evidence

Audit ID: #PRIV-465
Evidence: Direct SQL Logs
Public
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2. Verified Asset

Outcome: Verified
Ref ID: #COI-465

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