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Clinical AI Vendor Intelligence Radar

Szenario-basierte CRO- und Clinical-Tech-Landkarte: wer welches Problem loest, mit welchen Technologien, und welche Literatur neue Impulse setzt.

Aktualisiert: 3/1/2026, 12:00:00 AM · signals: 2/28/2026, 11:30:56 PM

Anwendungsszenario-Karten

medical-writing

Automatisierung klinischer Dokumente

CSR/Protocol/Lay-Summary mit nachvollziehbarer Quellenbindung.

2 Vendor · 2 Produkte · 1 Publikationen

site-feasibility

Site-Feasibility und Startup

Site-Ranking, Startup-Risikoprognose und Beschleunigung.

2 Vendor · 2 Produkte · 0 Publikationen

patient-recruitment

Patientenrekrutierung-Intelligence

Eligibility-Schaetzung, Recruitment-Prognose und Kanaloptimierung.

5 Vendor · 5 Produkte · 1 Publikationen

protocol-intelligence

Protocol Intelligence

Protocol-Parsing, Eligibility-Pruefung und Evidenzabruf.

4 Vendor · 4 Produkte · 1 Publikationen

data-quality-rbqm

RBQM und Datenqualitaet

Risikobasiertes Monitoring, Anomalieerkennung und Data-Issue-Triage.

3 Vendor · 3 Produkte · 1 Publikationen

synthetic-control

Digital Twin und Synthetic Control

Historische Kontrollarme und Simulation zur Sample-Size-Optimierung.

3 Vendor · 3 Produkte · 1 Publikationen

supply-rtsm

RTSM und Supply-Optimierung

Drug-Supply-Prognose, Depot-Balance und Randomisierungssteuerung.

0 Vendor · 0 Produkte · 0 Publikationen

safety-phv

Safety/PV Signal-Intelligence

Safety-Case-Triage, Signal-Priorisierung und Narrative-Automatisierung.

1 Vendor · 1 Produkte · 0 Publikationen

submission-closeout

Submission- und Close-out-Beschleunigung

Regulatory Readiness, Dossier-Montage und Close-out-Orchestrierung.

3 Vendor · 3 Produkte · 1 Publikationen

portfolio-control-tower

Portfolio Control Tower

Steuerung von Milestones, Budget und FTE mit Szenarioplanung.

4 Vendor · 4 Produkte · 0 Publikationen

multimodal-assessment

Imaging- und Multimodale Bewertung

Computer Vision fuer Imaging-Endpunkte und multimodale Outcome-Analyse.

1 Vendor · 1 Produkte · 1 Publikationen

Vendor-Loesungen

IQVIA (CRO)

AI-enabled Trial Optimization Suite

live

Portfolio-level optimization and operational forecasting for trial execution.

Site-Feasibility und Startup · Portfolio Control Tower · Patientenrekrutierung-Intelligence

Machine Learning · Optimization · Bayesian Modeling

oeffnen

Parexel (CRO)

Clinical Data Intelligence Services

live

Risk analytics and data quality insights for study teams.

RBQM und Datenqualitaet · Submission- und Close-out-Beschleunigung

Machine Learning · NLP / IE

oeffnen

Medidata (Platform)

Medidata AI Modules

live

AI capabilities across study build, risk monitoring, and workflow support.

Site-Feasibility und Startup · RBQM und Datenqualitaet · Protocol Intelligence

Machine Learning · NLP / IE · Agent Systems

oeffnen

Veeva (Platform)

Vault Clinical + AI Search/Assist

beta

Document lifecycle and regulatory workflows with AI-assisted retrieval and drafting.

Automatisierung klinischer Dokumente · Submission- und Close-out-Beschleunigung · Protocol Intelligence

GenAI · Knowledge Graph · Rules Engine

oeffnen

Saama (Clinical AI)

Clinical Analytics Cloud

live

Automated data review and quality risk surfacing.

RBQM und Datenqualitaet · Portfolio Control Tower

Machine Learning · Optimization · Continuous Learning

oeffnen

Flatiron Health (RWD)

Oncology RWE Data Products

live

Real-world evidence datasets for trial planning and endpoint contextualization.

Patientenrekrutierung-Intelligence · Digital Twin und Synthetic Control

Causal Inference · Machine Learning · Bayesian Modeling

oeffnen

PathAI (Clinical AI)

Digital Pathology AI

live

AI-assisted pathology quantification and endpoint support.

Imaging- und Multimodale Bewertung

Computer Vision · Self-supervised Learning

oeffnen

Tempus (Clinical AI)

Precision Medicine AI Platform

live

Molecular + clinical data insights for cohort strategy and trial matching.

Patientenrekrutierung-Intelligence · Protocol Intelligence

Machine Learning · Knowledge Graph · NLP / IE

oeffnen

Insilico Medicine (Biotech AI)

Generative Discovery/Design Stack

live

AI-first drug discovery platform with design and optimization loops.

Portfolio Control Tower

GenAI · Reinforcement Learning · Continuous Learning

oeffnen

Unlearn (Clinical AI)

Digital Twin Generator

beta

Synthetic control modeling to improve trial efficiency.

Digital Twin und Synthetic Control · Patientenrekrutierung-Intelligence

Simulation / Digital Twin · Bayesian Modeling · Causal Inference

oeffnen

Datavant (Data Infrastructure)

Privacy-preserving Data Linkage

live

Secure linkage infrastructure across healthcare datasets.

Patientenrekrutierung-Intelligence · Safety/PV Signal-Intelligence · Digital Twin und Synthetic Control

Machine Learning · Optimization

oeffnen

OpenAI / Microsoft Ecosystem (Foundation Model)

Enterprise AI Copilot Stack

live

General-purpose language and agent systems adaptable to clinical workflows.

Automatisierung klinischer Dokumente · Protocol Intelligence · Submission- und Close-out-Beschleunigung · Portfolio Control Tower

GenAI · Agent Systems · NLP / IE

oeffnen

Technologie-Flaeche

Agent SystemsBayesian ModelingCausal InferenceComputer VisionContinuous LearningGenAIKnowledge GraphMachine LearningNLP / IEOptimizationReinforcement LearningRules EngineSelf-supervised LearningSimulation / Digital Twin

Literatur-Signale

Patient simulation frameworks for virtual trial cohorts

2025 · Journal/Preprint Monitoring · high

Simulation / Digital Twin · Bayesian Modeling

oeffnen

Risk-based quality monitoring using anomaly detection in multicenter trials

2024 · Journal/Conference Monitoring · high

Machine Learning · Continuous Learning

oeffnen

LLM-assisted clinical writing with source traceability constraints

2025 · Preprint Monitoring · medium

GenAI · Rules Engine

oeffnen

Multimodal endpoint modeling across imaging and tabular clinical signals

2025 · Conference Monitoring · medium

Computer Vision · Machine Learning · Causal Inference

oeffnen

Neueste automatisch erfasste Signale

Graph Your Way to Inspiration: Integrating Co-Author Graphs with Retrieval-Augmented Generation for Large Language Model Based Scientific Idea Generation