medical-writing
Automatisierung klinischer Dokumente
CSR/Protocol/Lay-Summary mit nachvollziehbarer Quellenbindung.
2 Vendor · 2 Produkte · 1 Publikationen
Szenario-Coverage-Score: 28/100
prototype 18
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: 7/21/2026, 11:32:57 PM
site-feasibility
Site-Feasibility und Startup
Site-Ranking, Startup-Risikoprognose und Beschleunigung.
2 Vendor · 2 Produkte · 0 Publikationen
Szenario-Coverage-Score: 24/100
patient-recruitment
Patientenrekrutierung-Intelligence
Eligibility-Schaetzung, Recruitment-Prognose und Kanaloptimierung.
5 Vendor · 5 Produkte · 1 Publikationen
Szenario-Coverage-Score: 54/100
protocol-intelligence
Protocol Intelligence
Protocol-Parsing, Eligibility-Pruefung und Evidenzabruf.
4 Vendor · 4 Produkte · 1 Publikationen
Szenario-Coverage-Score: 48/100
data-quality-rbqm
RBQM und Datenqualitaet
Risikobasiertes Monitoring, Anomalieerkennung und Data-Issue-Triage.
3 Vendor · 3 Produkte · 1 Publikationen
Szenario-Coverage-Score: 35/100
synthetic-control
Digital Twin und Synthetic Control
Historische Kontrollarme und Simulation zur Sample-Size-Optimierung.
3 Vendor · 3 Produkte · 1 Publikationen
Szenario-Coverage-Score: 35/100
supply-rtsm
RTSM und Supply-Optimierung
Drug-Supply-Prognose, Depot-Balance und Randomisierungssteuerung.
0 Vendor · 0 Produkte · 0 Publikationen
Szenario-Coverage-Score: 0/100
safety-phv
Safety/PV Signal-Intelligence
Safety-Case-Triage, Signal-Priorisierung und Narrative-Automatisierung.
1 Vendor · 1 Produkte · 0 Publikationen
Szenario-Coverage-Score: 11/100
submission-closeout
Submission- und Close-out-Beschleunigung
Regulatory Readiness, Dossier-Montage und Close-out-Orchestrierung.
3 Vendor · 3 Produkte · 1 Publikationen
Szenario-Coverage-Score: 37/100
portfolio-control-tower
Portfolio Control Tower
Steuerung von Milestones, Budget und FTE mit Szenarioplanung.
4 Vendor · 4 Produkte · 0 Publikationen
Szenario-Coverage-Score: 44/100
multimodal-assessment
Imaging- und Multimodale Bewertung
Computer Vision fuer Imaging-Endpunkte und multimodale Outcome-Analyse.
1 Vendor · 1 Produkte · 1 Publikationen
Szenario-Coverage-Score: 19/100
Vendor-Loesungen
IQVIA (CRO)
AI-enabled Trial Optimization Suite
livePortfolio-level optimization and operational forecasting for trial execution.
Site-Feasibility und Startup · Portfolio Control Tower · Patientenrekrutierung-Intelligence
Machine Learning · Optimization · Bayesian Modeling
oeffnenParexel (CRO)
Clinical Data Intelligence Services
liveRisk analytics and data quality insights for study teams.
RBQM und Datenqualitaet · Submission- und Close-out-Beschleunigung
Machine Learning · NLP / IE
oeffnenMedidata (Platform)
Medidata AI Modules
liveAI capabilities across study build, risk monitoring, and workflow support.
Site-Feasibility und Startup · RBQM und Datenqualitaet · Protocol Intelligence
Machine Learning · NLP / IE · Agent Systems
oeffnenVeeva (Platform)
Vault Clinical + AI Search/Assist
betaDocument 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
oeffnenSaama (Clinical AI)
Clinical Analytics Cloud
liveAutomated data review and quality risk surfacing.
RBQM und Datenqualitaet · Portfolio Control Tower
Machine Learning · Optimization · Continuous Learning
oeffnenFlatiron Health (RWD)
Oncology RWE Data Products
liveReal-world evidence datasets for trial planning and endpoint contextualization.
Patientenrekrutierung-Intelligence · Digital Twin und Synthetic Control
Causal Inference · Machine Learning · Bayesian Modeling
oeffnenPathAI (Clinical AI)
Digital Pathology AI
liveAI-assisted pathology quantification and endpoint support.
Imaging- und Multimodale Bewertung
Computer Vision · Self-supervised Learning
oeffnenTempus (Clinical AI)
Precision Medicine AI Platform
liveMolecular + clinical data insights for cohort strategy and trial matching.
Patientenrekrutierung-Intelligence · Protocol Intelligence
Machine Learning · Knowledge Graph · NLP / IE
oeffnenInsilico Medicine (Biotech AI)
Generative Discovery/Design Stack
liveAI-first drug discovery platform with design and optimization loops.
Portfolio Control Tower
GenAI · Reinforcement Learning · Continuous Learning
oeffnenUnlearn (Clinical AI)
Digital Twin Generator
betaSynthetic control modeling to improve trial efficiency.
Digital Twin und Synthetic Control · Patientenrekrutierung-Intelligence
Simulation / Digital Twin · Bayesian Modeling · Causal Inference
oeffnenDatavant (Data Infrastructure)
Privacy-preserving Data Linkage
liveSecure linkage infrastructure across healthcare datasets.
Patientenrekrutierung-Intelligence · Safety/PV Signal-Intelligence · Digital Twin und Synthetic Control
Machine Learning · Optimization
oeffnenOpenAI / Microsoft Ecosystem (Foundation Model)
Enterprise AI Copilot Stack
liveGeneral-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
oeffnenTechnologie-Flaeche
Agent SystemsBayesian ModelingCausal InferenceComputer VisionContinuous LearningGenAIKnowledge GraphMachine LearningNLP / IEOptimizationReinforcement LearningRules EngineSelf-supervised LearningSimulation / Digital Twin
Vendor Feature-Parity-Matrix
| Vendor | Support | GenAI | Agent | CV | Simulation | Rules | Reifegrad |
|---|---|---|---|---|---|---|---|
| IQVIA | J | - | - | - | - | - | 100% |
| Parexel | J | - | - | - | - | - | 100% |
| Medidata | J | - | J | - | - | - | 100% |
| Veeva | J | J | - | - | - | J | 60% |
| Saama | J | - | - | - | - | - | 100% |
| Flatiron Health | J | - | - | - | - | - | 100% |
| PathAI | J | - | - | J | - | - | 100% |
| Tempus | J | - | - | - | - | - | 100% |
| Insilico Medicine | J | J | - | - | - | - | 100% |
| Unlearn | J | - | - | - | J | - | 60% |
| Datavant | J | - | - | - | - | - | 100% |
| OpenAI / Microsoft Ecosystem | J | J | J | - | - | - | 100% |
Literatur-Signale
Patient simulation frameworks for virtual trial cohorts
2025 · Journal/Preprint Monitoring · high
Simulation / Digital Twin · Bayesian Modeling
oeffnenRisk-based quality monitoring using anomaly detection in multicenter trials
2024 · Journal/Conference Monitoring · high
Machine Learning · Continuous Learning
oeffnenLLM-assisted clinical writing with source traceability constraints
2025 · Preprint Monitoring · medium
GenAI · Rules Engine
oeffnenMultimodal endpoint modeling across imaging and tabular clinical signals
2025 · Conference Monitoring · medium
Computer Vision · Machine Learning · Causal Inference
oeffnenNeueste automatisch erfasste Signale
Rater State Bias in RLHF Preference Data: An Audit Framework
2026-07-21 · arXiv cs.AI · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenDesign and Validation of a Lightweight 1D CNN for Affective Touch Classification in Soft Plush Companions
2026-07-21 · arXiv cs.AI · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenSome Large Language Models Exhibit Consistent Risk Attitudes
2026-07-21 · arXiv cs.AI · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenA Survey on GNN-based Link Prediction: Techniques, Applications, and Challenges
2026-07-21 · arXiv cs.AI · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenPlanFlip: Attacking Multi-Agent LLM Systems via Planning-Phase Prompt Injection
2026-07-21 · arXiv cs.AI · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenDeterministic Replay for AI Agent Systems
2026-07-21 · arXiv cs.AI · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenGenerative Ontology Induction: Domain-Agnostic Schema Discovery from Document Corpora Using Large Language Models
2026-07-21 · arXiv cs.AI · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenDemocratizing AI with Small Language Models: Structured Benchmarking and Parameter-Efficient Fine-Tuning for Local Deployment
2026-07-21 · arXiv cs.AI · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenEmergent topological structure in spontaneous brain-organoid activity
2026-07-21 · arXiv q-bio · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenThe Origins of Transient Bimodality
2026-07-21 · arXiv q-bio · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenOrientation Reading by Production Vision-Language Models on Optotype Charts: A Controlled Multi-Model Evaluation Across Reasoning Modes, Prompts, and Access Modalities
2026-07-21 · arXiv q-bio · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenThe Positive Experience Principle: Forecasting Conscious Choices with AI Embeddings
2026-07-21 · arXiv q-bio · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenEvolutionary dynamics in public goods games with general frequency-dependent returns
2026-07-21 · arXiv q-bio · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenLaboratory Trajectories Improve Kidney Failure Risk Estimation
2026-07-21 · arXiv q-bio · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenPost-transcriptional Regulation of Stochastic Gene Expression Conditioned on Large Deviations
2026-07-21 · arXiv q-bio · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenNetwork Characteristics of Individual Pigments in Cyanobacterial Photosystem II Core Complexes
2026-07-21 · arXiv q-bio · literature
Machine Learning
Klassifizierungs-Konfidenz: 45%
oeffnenupdate log
Prototype Change Log
2026-03-01 · v0.2.0
Coverage-Score + Parity-Matrix + Konfidenzschicht
- - Szenario-Coverage-Score (0-100) auf Basis von Vendor/Produkt/Literatur/Technologie-Abdeckung hinzugefuegt.
- - Vendor-Feature-Parity-Matrix (Support, GenAI, Agent, CV, Simulation, Rules, Reifegrad) hinzugefuegt.
- - Klassifizierungs-Konfidenz fuer Auto-Signale auf Basis der Keyword-Trefferdichte hinzugefuegt.
2026-03-01 · v0.1.0
Vendor-Intelligence-Radar Basisversion
- - Szenario-zentrierte Karten fuer breite klinische AI-Use-Cases jenseits von GenAI hinzugefuegt.
- - Vendor/Produkt-Mapping auf Use-Cases und Technologie-Modalitaeten (CV, RL, Simulation, Causal, Agents).
- - Literatur-Signalpanel und taegliches Auto-Signalpanel hinzugefuegt.
- - Taeglicher Sync per RSS/Atom mit Keyword-Mapping auf Szenarien und Technologien hinzugefuegt.