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CTMS Module 18 of 29

AI Agent Recommendations

AI-powered recommendations for site performance, safety, enrollment, and data quality.

Module Overview

The AI Agent Recommendations module leverages machine learning to analyze trial data in real-time and generate actionable recommendations across site performance, safety signals, enrollment optimization, data quality, and risk mitigation. It continuously learns from trial data patterns to provide increasingly accurate and context-aware insights.

Key Features

Real-time AI analysis of trial data streams
Site performance recommendations (enrollment, quality, risk)
Safety signal detection and alerting
Enrollment optimization and forecasting
Data quality anomaly detection
Risk mitigation recommendations with confidence scoring

Workflow & Interface

Explore the module's workflow through interactive interface mockups showing each step of the process.

1

AI Recommendations Dashboard

Real-time AI-generated recommendations prioritized by impact and confidence score.

medifirm-ctms — module view

REC-001

Site D: Increase monitoring frequency

High Confidence

REC-002

Enrollment: Reallocate to top sites

Medium Confidence

REC-003

Safety: Investigate cardiac signal

High Priority

REC-004

Data: Query backlog at Site B

Medium Priority

REC-005

Risk: Update mitigation for R-002

Low Priority
2

AI Insight Detail

Detailed AI analysis with data evidence, confidence scoring, and recommended actions.

medifirm-ctms — module view
Increase monitoring at Site D
Site Performance — Data Quality
87/100 — High
Query rate 2.5x study average
Increasing over 3 consecutive weeks
Schedule additional SDV visit
High — data integrity at risk
Action Required — Review by PM
3

AI Model Performance

Monitor AI recommendation accuracy, adoption rate, and outcome tracking.

medifirm-ctms — module view

Recommendations (30d)

142

38 high priority

Adoption Rate

76%

Above 70% target

Accuracy Score

91%

Model v2.3

Avg Confidence

78/100

Improving

Module Connections

How AI Agent Recommendations integrates with other CTMS modules in the platform.

BidirectionalCentral Monitoring

AI analyzes alert patterns for insights

View Module
BidirectionalSafety & Pharmacovigilance

AI detects safety signals and recommends actions

View Module
BidirectionalRBQM Plan

AI monitors KRIs and recommends actions

View Module
BidirectionalRisk & Issue Management

AI analyzes risk patterns for recommendations

View Module
Sends toTrial Success Forecast

AI predictions feed success forecasting

View Module
BidirectionalStats Analytics Dashboard

AI analyzes trends and generates insights

View Module