HealthVerity eXOs
powered by Medeloop
Rapid and transparent RWE generation without the complexity or data analysis delays
Traditional real-world data analysis requires translating research questions into code sets and cohort definitions, sourcing and preparing data, building analytic workflows and documenting methodology.
These steps are time-intensive and often require specialized expertise.
HealthVerity eXOs is an agentic AI platform built for teams that need faster answers with transparency and scientific rigor. It handles the heavy lifting while giving users full visibility and control over AI agents throughout the research process, from query to outcome.
Faster critical decisions
Rapid iteration – run and refine analyses in minutes.
Confident results
Transparent steps and cohort logic; detailed results.
Insights in every hand
Democratized platform, unlimited users and questions, one flat-fee.
Built upon HealthVerity Marketplace, the nation’s leading healthcare and consumer data ecosystem, HealthVerity eXOs augments RWE teams with an agentic AI evidence studio that turns plain English questions into transparent analyses in minutes with step-by-step logic and auditable programming code. By accelerating RWE analyses, such as feasibility, prevalence/incidence, adherence and time-to-event analyses, teams can reliably perform essential research with increased confidence and speed at a fraction of the cost.
Cohort Feasibility & Description
Define populations and understand size, demographics, comorbidities and other characteristics
Epidemiology
Estimate prevalence and incidence rates in the data set
Comparative Effectiveness
Contrast effectiveness and safety outcomes across cohorts for evidence generation, including mortality and hospitalizations
Adherence & Persistence
Compute proportion of days covered and related metrics, compare subgroups
Time-to-Event
Measure time to initiation, discontinuation, change of therapy, and other key milestones for patient cohorts
Cohort Feasibility & Description
Define populations and understand size, demographics, comorbidities and other characteristics
Epidemiology
Estimate prevalence and incidence rates in the data set
Comparative Effectiveness
Contrast effectiveness and safety outcomes across cohorts for evidence generation, including mortality and hospitalizations
Adherence & Persistence
Compute proportion of days covered and related metrics, compare subgroups
Time-to-Event
Measure time to initiation, discontinuation, change of therapy, and other key milestones for patient cohorts
Frequently asked questions
Clear answers for data teams
Review how HealthVerity eXOs generates transparent, AI-driven real-world evidence using plain language queries.
What is HealthVerity eXOs?
HealthVerity eXOs, powered by Medeloop, is an agentic AI evidence platform that allows users to query real-world data (RWD) and generate real-world evidence (RWE) studies using plain language. It deploys specialized AI agents to handle tasks like research question formulation, data engineering, biostatistics, and medical writing, empowering researchers to conduct data-driven analytics without coding experience.
How accurate is HealthVerity eXOs in generating real-world evidence?
HealthVerity eXOs is highly accurate and was extensively evaluated using the ISPOR ELEVATE-GenAI framework. Across 250 validation runs, the platform demonstrated over 90% agreement with published peer-reviewed literature, zero detected AI hallucinations, a 99.2% score in code prompt adherence, and strong reproducibility.
How does HealthVerity eXOs avoid the 'black box' AI problem?
Unlike traditional black-box AI approaches, HealthVerity eXOs provides complete visibility into the study design, analytical logic, and the code used for the analysis. It utilizes a human-in-the-loop workflow where researchers confirm agreement with the platform's logic at each step, and it standardizes reporting according to EQUATOR STROBE guidelines.
What types of analytics and studies can you run with HealthVerity eXOs?
The platform supports a broad range of real-world evidence analytics. Researchers can automate studies across multiple categories, including:
- Cohort construction and feasibility
- Incidence and prevalence
- Comparative effectiveness and safety
- Time-to-event and survival analysis
- Adherence and persistence
- Healthcare resource utilization
Do I need coding skills to use HealthVerity eXOs?
No coding experience is needed to use HealthVerity eXOs. The platform is designed so that researchers can ask routine research questions in plain language. The agentic AI then acts as a digital research team, translating those questions into standard research formats, writing the necessary code, and generating transparent analyses with step-by-step logic.