Clinical Trial Agent Team

57 agents + 1 orchestrator · governed · human-in-the-loop
FRED · FORTE / PLX-120-03
Orchestrator
Orchestrator (ORCH)
Central execution control and dependency routing
Governance: the orchestrator holds the statistical-credibility guardrails, non-negotiable operating constraints, an immutable audit trail, and escalation-to-human triggers. AI output is advisory - decisions stay with the team.
Governance & Trust 5 agents
2
DUA Policy & Data Boundaries Agent
Enforce data use, scope, and legal boundaries
3
Trial Data Intake & Harmonization Agent
Ingest and normalize clinical datasets
4
Reproducibility & Audit Agent
Ensure reproducibility and audit trails
15
Final Audit Gate Agent
Final validation before outputs are released
52Predictive Prevention Intelligence
Missing Data Pattern Intelligence Agent
Understand why data is missing, predict missing data patterns, and optimize data collection to minimize informative missingness
Core Clinical Intelligence 16 agents
5
Population & Baseline Definition Agent
Define baseline populations and cohorts
6
Endpoint Definition Agent
Define and validate trial endpoints
7
Primary Efficacy Analysis Agent
Analyze primary efficacy outcomes
8
Sensitivity & Robustness Analysis Agent
Test robustness of results
9
Subgroup & Responder Identification Agent
Identify responder subgroups
10
Safety & Adverse Event Signal Agent
Detect and characterize safety signals
11
Mechanism & Biomarker Analysis Agent
Analyze biomarkers linked to mechanisms
12
Benefit–Risk Synthesis Agent
Integrate efficacy and safety
14
Protocol Optimization Agent
Suggest protocol refinements
39Temporal Pattern Intelligence
Temporal Safety Signal Evolution Agent
Track how safety signals evolve over time, detecting delayed-onset AEs, time-to-event patterns, and cumulative risk trajectories
41Temporal Pattern Intelligence
Treatment Response Window Optimization Agent
Identify optimal treatment response windows, detecting when patients are most responsive and when treatment adjustments are needed
50Patient Journey Intelligence
Placebo Response Prediction Agent
Predict placebo response patterns, identify high placebo responders, and optimize trial design to minimize placebo effects
54Predictive Prevention Intelligence
Dosing Optimization Intelligence Agent
Identify optimal dosing patterns, detect dose-response relationships, and optimize individual patient dosing
56Cross-Domain Integration Intelligence
Drug-Drug Interaction Discovery Agent
Discover unexpected drug-drug interactions, identify synergistic combinations, and detect interaction patterns
57Cross-Domain Integration Intelligence
Adverse Event Clustering Intelligence Agent
Cluster adverse events into novel patterns, identifying AE syndromes, temporal clusters, and patient-specific AE profiles
60Cross-Domain Integration Intelligence
Long-Term Safety Pattern Detection Agent
Detect long-term safety patterns, identify delayed-onset AEs, and predict cumulative safety risks
Translational Intelligence 9 agents
16Innovation
Cross-Trial Pattern Detection Agent
Identify cross-study patterns
20Innovation
Clinical Interpretation Agent
Translate results into clinical meaning
23Innovation
Mechanism of Action Agent
Elucidate mechanism of action
38Temporal Pattern Intelligence
Longitudinal Trajectory Analysis Agent
Detect and characterize patient response trajectories over time, identifying distinct response patterns (early responders, late responders, non-responders, responders with decay)
40Temporal Pattern Intelligence
Biomarker Trajectory Synchronization Agent
Identify how multiple biomarkers evolve together over time, detecting synchronized patterns, lag relationships, and biomarker cascades
42Multi-Modal Fusion Intelligence
Multi-Modal Data Fusion Agent
Integrate clinical, biomarker, imaging, genomic, and real-world data to discover patterns invisible in single data types
43Multi-Modal Fusion Intelligence
Real-World Evidence Integration Agent
Seamlessly integrate clinical trial data with real-world evidence (RWE) to validate findings and discover new insights
44Multi-Modal Fusion Intelligence
Patient Voice Integration Agent
Intelligently integrate patient-reported outcomes (PROs), social media sentiment, and qualitative patient narratives with clinical data
48Patient Journey Intelligence
Individual Patient Trajectory Prediction Agent
Predict individual patient trajectories and outcomes, enabling personalized treatment recommendations
Innovation & Discovery 8 agents
17Innovation
Novel Biomarker Discovery Agent
Discover new biomarkers
18Innovation
Unexpected Signal Detection Agent
Detect unexpected signals
19Innovation
Hypothesis Generation Agent
Generate new hypotheses
21Innovation
Emerging Trend Detection Agent
Identify emerging trends
22Innovation
Novel Endpoint Discovery Agent
Identify novel endpoints
24Innovation
Advanced Patient Stratification Agent
Refine patient stratification
25Innovation
Innovation Opportunity Identification Agent
Identify follow-on opportunities
55Cross-Domain Integration Intelligence
Cross-Therapeutic Area Pattern Agent
Identify patterns that span multiple therapeutic areas, discovering novel insights from cross-domain knowledge
Clinical Operations Intelligence 6 agents
27Clinical Operations – Execution & Oversight
Site Performance Intelligence Agent
Monitor site enrollment and quality
28Clinical Operations – Execution & Oversight
Operational Risk Forecast Agent
Forecast timeline and execution risks
29Clinical Operations – Execution & Oversight
Cost Burn & Budget Intelligence Agent
Track and forecast study costs
49Patient Journey Intelligence
Treatment Adherence Impact Analysis Agent
Analyze how treatment adherence patterns affect outcomes, identifying optimal adherence thresholds and intervention points
51Predictive Prevention Intelligence
Protocol Deviation Impact Prediction Agent
Predict which protocol deviations will impact outcomes, enabling proactive intervention and optimized analysis strategies
53Predictive Prevention Intelligence
Site-Subject Interaction Pattern Agent
Detect site-specific patterns in patient outcomes, identifying site effects, investigator effects, and optimal site characteristics
Statistical & Interim Governance 2 agents
30Biostatistics & Interim Governance
Statistical Design Authority Agent
Own estimands, multiplicity, alpha control
31Biostatistics & Interim Governance
Interim Analysis & DSMB Support Agent
Support interim analyses and DSMB reviews
Regulatory & Submission Intelligence 4 agents
32Regulatory Affairs & Submission Readiness
Regulatory Alignment Agent
Align analyses with FDA/EMA expectations
33Regulatory Affairs & Submission Readiness
Submission Readiness Agent
Prepare inspection- and submission-ready outputs
45Regulatory Precedent Intelligence
Regulatory Precedent Learning Agent
Learn from 30+ years of FDA/EMA decisions, identifying patterns in regulatory feedback, approval pathways, and decision factors
46Regulatory Precedent Intelligence
Regulatory Question Anticipation Agent
Predict specific questions FDA/EMA reviewers will ask based on trial data patterns and historical precedents
Evidence Quality & Trust 2 agents
34Scientific Validity & Evidence Quality
Evidence Grading & Confidence Agent
Grade evidence strength and confidence
35Scientific Validity & Evidence Quality
Causal Inference Agent
Distinguish correlation vs causation
Strategic & Competitive Intelligence 5 agents
36Strategic Portfolio & Competitive Intelligence
Competitive Landscape Intelligence Agent
Track competing trials and assets
37Strategic Portfolio & Competitive Intelligence
Asset & Program Valuation Intelligence Agent
Model asset value and ROI
47Regulatory Precedent Intelligence
Label Expansion Opportunity Detection Agent
Identify new indication opportunities, dosing strategies, and patient populations based on trial data and competitive landscape
58Cross-Domain Integration Intelligence
Publication Strategy Intelligence Agent
Optimize publication strategy, identify optimal journals, timing, and messaging based on data patterns and competitive landscape
59Cross-Domain Integration Intelligence
Competitive Response Modeling Agent
Predict competitor actions, identify competitive threats, and optimize strategic responses
No agents match that filter.