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🏥 Healthcare Tech🏗️ 4 Tech Levels🚀 Production-Grade

Drug Trial Analysis AI

See 4 architectures solve real problems: MCP → RAG → Multi-Tool → Multi-Agent

August 29, 2025
demointeractivedrug-trialsclinical-researchmulti-agent
🤖Demo 1 of 4

Advanced Multi-Agent System

BOFU: Production LangGraph with Router → Specialized Clinical Agents → Aggregation

1. Select Analysis Scenario

Query requiring protocol design, data extraction, statistical analysis, and regulatory reporting
Competitors: Phase 2 oncology trial: BMS-986012, Phase 3 diabetes trial: Novo Nordisk NN1234, Phase 2 cardiovascular trial: Amgen AMG-145

2. Monday's Prompt

This positioning analysis prompt from Monday's insight will be processed by Tuesday's agents in Wednesday's workflow.

3. Run Multi-Agent Workflow

You'll see 5 AI agents: Data Collector → Messaging Analyzer → Position Mapper → Strategy Advisor → Insight Generator
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🔌Demo 2 of 4

MCP Tool Use Pattern

TOFU: LLM calls clinical trial tools via Model Context Protocol - see real tool execution

Automation Task

User query: 'What's the primary endpoint for Novo Nordisk's Phase 3 diabetes trial NN1234?' → LLM decides tool: extract_protocol_data() → Executes with NCT number → Returns structured protocol data → LLM formats answer

Monitoring:NCT04567890 (Novo Nordisk NN1234 Phase 3 Diabetes Trial)
ai-agent-terminal

Terminal ready. Run simulation to begin.

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🔍Demo 3 of 4

RAG-Based Clinical Trial Search

MOFU: Search 100+ trial protocols with vector similarity

Search Query

"Search Historical Endpoint Patterns"

Embed query → Search 100+ protocol vectors → Retrieve top 5 matching protocol sections → LLM generates answer with specific trial citations

Document Sources:Protocol NCT04123456 (Eli Lilly LY3298176)Protocol NCT03456789 (AstraZeneca AZD1234)Protocol NCT02789012 (Merck MK-5678)Protocol NCT05234567 (Boehringer Ingelheim BI-9012)

RAG Vector Search Network

Embedding
Searching
Generating
Query
Vector
Documents
Result

Search Results

Run visualization to see results

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🛠️Demo 4 of 4

Multi-Tool Clinical Trial Orchestration

MOFU: Multiple clinical tools working together automatically

ROI Analysis

Orchestrator calls: ClinicalTrials.gov Scraper (25 trials) → Protocol Analyzer (extract changes) → Endpoint Comparator (benchmark) → Safety Signal Detector (flag risks) → Report Generator (daily email) → Alert Tool (Slack notifications)

Integrations:NCT04567890 (Novo Nordisk NN1234) - Phase 3 DiabetesNCT04123456 (Eli Lilly LY3298176) - Phase 3 DiabetesNCT04789012 (Sanofi SAR425899) - Phase 3 DiabetesNCT05234567 (Boehringer Ingelheim BI-9012) - Phase 3 DiabetesNCT05678901 (AstraZeneca AZD1234) - Phase 3 Diabetes... 20 more trials monitored daily
Manual Process

Time to Complete

240 min

Cost per Analysis

$850

Data Points Analyzed

150

Accuracy Rate

73.0%

Reports per Day

2

Error Rate

18.0%

Ready for Production Drug Trial Analysis System?

We'll build your custom clinical trial intelligence system: MCP tools (TOFU - try ClinicalTrials.gov queries) → RAG search (MOFU - search 100+ protocols) → Multi-tool (MOFU - daily automated monitoring) → Multi-agent (BOFU - production LangGraph with PlannerAgent, ExecutorAgent, MetaAnalysisAgent). From demos to deployment in 8-12 weeks.

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