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EMR-driven clinical research platform

Clinical Trials & Research Intelligence

Purpose-built for fertility, IVF, and OB-GYN care, SUJA transforms care delivery data into an AI-ready research data layer with EMR-native trial workflows. Shaped by major pharma experience, it powers feasibility insight, cohort discovery, recruitment support, and real-world evidence.

Clinical Trials &
From Care Delivery to Research Intelligence

Patient Care

Data Capture

AI Processing

Trials / RWE

The SUJA Model

A Parallel Research Data Layer Built on Real Care Delivery

SUJA's model does not bolt on a disconnected trials application. It extends the operational EMR into a parallel research intelligence layer supporting retrospective analysis, protocol matching, feasibility assessment, patient discovery, and AI-assisted exploration.

Operational EMR System of record for care delivery
  • CareAxes workflows
  • Live clinical encounters
  • IVF / OB-GYN data
  • Transactional care delivery
Analytics & Reporting Layer Structured insight for operational visibility
  • Dashboards
  • Trend analysis
  • Structured reporting
  • Practice-level insights
Research Data Layer AI-ready research intelligence
  • Clinical replica
  • AI-enriched data
  • Slice and explore
  • LLM-ready workflows
Proven Workflow

A Proven EMR-Driven Workflow for Clinical Trials

Grounded in real-world execution thinking shaped by prior work for a major global pharmaceutical environment, this model combines retrospective clinical analysis with proactive point-of-care recruitment support.

  1. Site Identification

    Identify high-volume practices and relevant patient populations.

  2. Feasibility Assessment

    Use historical data and trend analysis to estimate protocol support.

  3. Cohort Discovery

    Match inclusion and exclusion criteria against available data.

  4. Point-of-Care Alerting

    Trigger workflow prompts during live encounters.

  5. Coordinator Referral

    Route potentially eligible patients into structured review.

  6. Enrollment Support

    Track referrals, outcomes, and recruitment performance.

Why Fertility

Why Fertility and OB-GYN Are Ideal for Research Intelligence

Fertility, IVF, and women's health generate some of the richest longitudinal journeys in healthcare. That makes them especially well suited for feasibility, trial recruitment, outcomes analysis, and real-world evidence.

Longitudinal Journeys

IVF cycles, protocols, embryo development, outcomes, and repeat follow-up create strong research continuity.

Rich Clinical Data

Structured records, narrative notes, labs, and outcomes create deep research value.

High Patient Engagement

Frequent touchpoints improve continuity and support ongoing evidence generation.

Strong RWE Potential

Supports protocol comparison, treatment effectiveness, and maternal-neonatal insights.

Continuous Learning

A Continuous Learning Engine for Fertility Care

We are not simply building a trials module. We are building a continuous learning engine where care delivery and research intelligence strengthen one another over time. Every IVF cycle, protocol variation, patient interaction, and clinical outcome contributes to a research-ready environment that can improve recruitment, generate evidence, and support future clinical decisions.

  • Feasibility
  • Cohort discovery
  • Recruitment support
  • Real-world evidence
AI Capability

AI That Makes Clinical Research More Actionable

AI Data Enrichment

Normalize and structure clinical content for research workflows.

Cohort Reasoning

Use LLM-driven exploration and protocol logic to accelerate candidate discovery.

Predictive Feasibility

Estimate likely patient availability and protocol fit before launch.

Real-Time Matching

Support identification of eligible patients during live encounters.

Outcome Intelligence

Enable research analysis and real-world evidence across longitudinal data.

Turn Clinical Data Into Trial Readiness

Whether the goal is feasibility analysis, cohort discovery, recruitment acceleration, or real-world evidence, SUJA helps transform operational clinical data into actionable research intelligence.