RWE Generation
in minutes.
Ask any question, chat with your data in natural language, and refine each step. Our 8-stage agentic workflow handles everything from literature review to publication-ready reports.
Literature Review
Search & SynthesizeThe AI agent searches across PubMed and your proprietary studies to automatically synthesize existing evidence, providing a comprehensive foundation for your research question.
Question Clarifier
Structure & ResolveThrough natural language chat, the agent structures your question into the PECO framework (Population, Exposure, Comparator, Outcomes), resolving clinical concepts and ICD codes.
- Population: Patients > 18y with ICD-10 I50.*
- Exposure: Drug X (NDC codes generated)
- Comparator: Standard of Care
- Outcome: Hospitalization for Heart Failure
Cohort Builder
Design & RefineDefine complex temporal rules (baseline, wash out, index, and follow-up). The agent automatically detects methodological flaws like immortal time bias, ensuring rigorous inclusion/exclusion state criteria.
Exclusion Rules
Causal DAG Builder
Map & SimulateAutomatically draw all causal effects cited from literature and validate them via simulated Healthcare Professional (HCP) reasoning to ensure confounders are accurately identified.
SAP Generator
Specify AnalysisGenerates a complete Statistical Analysis Plan (SAP), detailing confounders to adjust, and specifying primary, secondary, subgroup, and sensitivity analyses.
Cox Proportional Hazards model adjusting for identified confounders.
Propensity Score Matching (1:1 Nearest Neighbor).
Stratified by age (>65 vs <=65) and sex.
Data Extractor
Connect & ExtractSeamlessly connects to your data infrastructure, extracts the relevant cohort, maps schemas to standard terminologies, and performs basic exploratory data analysis (EDA).
SAP Executor
Sandbox ExecutionExecutes the statistical plan step-by-step in a secure, sandboxed environment. Runs R/Python code to output accurate tables, figures, listings, and statistical code.
fit <- coxph(Surv(time, status) ~ trt, data = df)
Report Writer
Publish & PresentA research-paper-style report is automatically generated with your custom formats. Complete auditability ensures transparency in every decision, code, and output.