---
title: HealthVerity Blog | HealthVerity
description: Read the latest insights and research from the HealthVerity team.
image: https://blog.healthverity.com/hubfs/healthverity-blog.png
---

Announcing HealthVerity Precision Event Alerts, a next-generation physician alerting solution. [Learn more](https://healthverity.com/news/healthverity-precision-event-alerts-launch/)

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          - [Symphony FLEXTM](https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-Symphony-FLEX.pdf)
          - [CustomerSource®](https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/)
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    - Symphony Technology 
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 Featured Content

<https://healthverity.com/marketplace/healthverity-marketplace/>

###### HealthVerity MarketplaceTM

 The nation’s largest healthcare and consumer data ecosystem

<https://healthverity.com/pathways/>

###### taXonomy Pathways

 Unique features per therapeutic area with claims, labs and EHR including notes

<https://healthverity.com/exos/>

###### HealthVerity eXOs

 AI-native real-world evidence generation

<https://healthverity.com/identity-manager/>

###### Identity Manager (HVID)

 Standalone de-identification as a service

 Data Ecosystem

<https://healthverity.com/marketplace/healthverity-marketplace/> HealthVerity MarketplaceTM

<https://healthverity.com/taxonomy-portal/> HealthVerity TaxonomySM

<https://healthverity.com/notes/> HealthVerity Notes

<https://healthverity.com/precision-event-alerts/> Precision Event Alerts

<https://healthverity.com/mastersets/portal/> HealthVerity Mastersets

<https://healthverity.com/media-measurement/> Media Measurement

<https://healthverity.com/audiences/> Syndicated Audiences

<https://healthverity.com/insurance-underwriting/> Insurance Underwriting

 Technology Products

<https://healthverity.com/identity-manager/> Identity Manager (HVID)

<https://healthverity.com/healthverity-for-clinical-trial-linkage/> HealthVerity for Clinical Trial Linkage

<https://healthverity.com/healthverity-for-commercial/> HealthVerity for Commercial

<https://healthverity.com/smart-contracts-manager/> Smart Contracts

<https://healthverity.com/healthverity-for-registries/> HealthVerity for Registries

 Symphony Health Platform

<https://healthverity.com/symphony-health/overview/>

###### Symphony Health Overview

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<https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/>

###### Integrated Dataverse

 Integrated Dataverse (IDV®) is de-identified claims data platform that combines medical, hospital, prescription, and demographic data into a single unifed view.

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/>

###### Symphony HealthCloud

 Securely store, integrate, access, and analyze virtually unlimited volumes of data with Symphony HealthCloud.

 Symphony Solutions

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/> Health technology and business intelligence solutions

<https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/> Integrated Dataverse and Source Solutions

<https://healthverity.com/symphony-health/optimize-brand-strategy-and-sales-effectiveness/> Brand strategy and sales

<https://healthverity.com/symphony-health/health-rankings/> HealthRankings

<https://healthverity.com/symphony-health/solve-market-access-challenges/> Market access

<https://healthverity.com/symphony-health/understand-the-patient-journey/> Patient Journey

<https://healthverity.com/symphony-health/making-medicines-more-affordable/> Medicines affordability

 Symphony Products

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PayerSource.pdf> PayerSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PrescriberSource.pdf> PrescriberSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSource.pdf> PatientSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSourceComplete.pdf> PatientSourceCompleteTM

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-PatientSourceDUO.pdf> PatientSourceDUOTM

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-Symphony-FLEX.pdf> Symphony FLEXTM

<https://healthverity.com/symphony-health/integrated-dataverse-and-source-solutions/> CustomerSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-DiagnosticSource.pdf> DiagnosticSource®

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-NonRetailSource.pdf> NonRetailSource®

 Symphony Technology

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/> Symphony HealthCloud

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/> Synoma Data Integration

<https://blog.healthverity.com/hubfs/HealthVerity-Symphony-PDFs/HealthVerity-Symphony-Health-Factsheet-Vantage-Applications.pdf> Vantage Applications

<https://healthverity.com/symphony-health/health-technology-and-business-intelligence-solutions/metys/> Metys

<https://healthverity.com/life-sciences/>

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<https://healthverity.com/channel-partners/>

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<https://healthverity.com/insurance/>

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<https://blog.healthverity.com/>

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<https://www.healthverity.com/resources/resource-library/>

###### Resource Library

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<http://www.healthverity.com/get-verified>

###### Zombie Data Explained

 Learn how data quality drives better research outcomes

# HealthVerity Blog

[know more](https://www.hubspot.com/)

- Read the latest insights from the HealthVerity team.

[![What 250 validation runs reveal about agentic AI in real-world evidence](https://blog.healthverity.com/hubfs/what-250-validation-runs-featured.png)](https://blog.healthverity.com/what-250-validation-runs-reveal-about-agentic-ai-in-real-world-evidence)

[AI](https://blog.healthverity.com/tag/ai) [eXOs](https://blog.healthverity.com/tag/exos)

###### [What 250 validation runs reveal about agentic AI in real-world evidence](https://blog.healthverity.com/what-250-validation-runs-reveal-about-agentic-ai-in-real-world-evidence)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  September 23, 2026

Stress-testing a research question Every technology vendor claims their product works. The question...

[Read More](https://blog.healthverity.com/what-250-validation-runs-reveal-about-agentic-ai-in-real-world-evidence)

[![SDoH data for efficient, patient-centered clinical trials](https://blog.healthverity.com/hubfs/New%20HV%20Blogs%20July%202026/SDoH%20data%20for%20efficient%20patient-centered%20clinial%20trials.webp)](https://blog.healthverity.com/sdoh-data-efficient-patient-centred-clinical-trials)

[Solutions & Best Practices](https://blog.healthverity.com/tag/solutions-best-practices) [Commercial Pharmaceutical](https://blog.healthverity.com/tag/commercial-pharmaceutical) [Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [SDoH data for efficient, patient-centered clinical trials](https://blog.healthverity.com/sdoh-data-efficient-patient-centred-clinical-trials)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  September 16, 2026

The social determinants of health (SDoH) are a key component of understanding and delivering better...

[Read More](https://blog.healthverity.com/sdoh-data-efficient-patient-centred-clinical-trials)

[![The future of multiple sclerosis: Progression focused therapies and RWE](https://blog.healthverity.com/hubfs/New%20HV%20Blogs%20July%202026/The%20future%20of%20multiple%20sclerosis%20care%20Progression%20focused%20therapies%20and%20real%20world%20evidence.webp)](https://blog.healthverity.com/future-multiple-sclerosis-care)

[Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [The future of multiple sclerosis: Progression focused therapies and RWE](https://blog.healthverity.com/future-multiple-sclerosis-care)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  August 19, 2026

Multiple sclerosis (MS) is a chronic autoimmune disease affecting the central nervous system (CNS)...

[Read More](https://blog.healthverity.com/future-multiple-sclerosis-care)

[![Connecting healthcare data to digital campaigns: Solving the attribution challenge](https://blog.healthverity.com/hubfs/New%20HV%20Blogs%20July%202026/Connecting%20healthcare%20data%20to%20digital%20campaigns%20Solving%20the%20attribution%20challenge.webp)](https://blog.healthverity.com/connecting-healthcare-data-to-digital-campaigns-solving-the-attribution-challenge)

###### [Connecting healthcare data to digital campaigns: Solving the attribution challenge](https://blog.healthverity.com/connecting-healthcare-data-to-digital-campaigns-solving-the-attribution-challenge)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  August 4, 2026

Launching a pharmaceutical marketing campaign takes months of planning, creative development and...

[Read More](https://blog.healthverity.com/connecting-healthcare-data-to-digital-campaigns-solving-the-attribution-challenge)

[![Mitigating data disruptions in open claims datasets](https://blog.healthverity.com/hubfs/Mitigating%20data%20disruptions%20-%202.png)](https://blog.healthverity.com/mitigating-data-disruptions-in-open-claims-datasets)

[Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [Mitigating data disruptions in open claims datasets](https://blog.healthverity.com/mitigating-data-disruptions-in-open-claims-datasets)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  July 30, 2026

Healthcare data now accounts for approximately 30% of global data volume and with this surge in...

[Read More](https://blog.healthverity.com/mitigating-data-disruptions-in-open-claims-datasets)

[![An integrated approach for deeper insight with both open and closed claims data](https://blog.healthverity.com/hubfs/New%20HV%20Blogs%20July%202026/An%20integrated%20approach%20for%20deeper%20insight%20with%20both%20open%20and%20closed%20claims%20data.webp)](https://blog.healthverity.com/an-integrated-approach-for-deeper-insight-with-both-open-and-closed-claims-data)

[Solutions & Best Practices](https://blog.healthverity.com/tag/solutions-best-practices) [Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [An integrated approach for deeper insight with both open and closed claims data](https://blog.healthverity.com/an-integrated-approach-for-deeper-insight-with-both-open-and-closed-claims-data)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  July 20, 2026

Pharma teams are under sharper financial scrutiny and policy pressure than they've been in years,...

[Read More](https://blog.healthverity.com/an-integrated-approach-for-deeper-insight-with-both-open-and-closed-claims-data)

[![Beyond reach: How real-world signals reshape healthcare audience targeting](https://blog.healthverity.com/hubfs/Beyond-reach-header.png)](https://blog.healthverity.com/beyond-reach-how-real-world-signals-reshape-healthcare-audience-targeting)

[Audiences](https://blog.healthverity.com/tag/audiences)

###### [Beyond reach: How real-world signals reshape healthcare audience targeting](https://blog.healthverity.com/beyond-reach-how-real-world-signals-reshape-healthcare-audience-targeting)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  July 17, 2026

Why most syndicated healthcare audiences fall short Claims data is the foundation of any credible...

[Read More](https://blog.healthverity.com/beyond-reach-how-real-world-signals-reshape-healthcare-audience-targeting)

[![Menopause at a turning point: RWD matters more than ever](https://blog.healthverity.com/hubfs/menopause-at-a-turning-point.png)](https://blog.healthverity.com/menopause-at-a-turning-point-rwd-matters-more-than-ever)

[Trends & Insights](https://blog.healthverity.com/tag/trends-insights) [Marketplace](https://blog.healthverity.com/tag/marketplace)

###### [Menopause at a turning point: RWD matters more than ever](https://blog.healthverity.com/menopause-at-a-turning-point-rwd-matters-more-than-ever)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  July 13, 2026

A recent CNBC article used HealthVerity real-world data (RWD) to highlight a shortage of estrogen...

[Read More](https://blog.healthverity.com/menopause-at-a-turning-point-rwd-matters-more-than-ever)

[![Why underpowered studies are more dangerous than you think](https://blog.healthverity.com/hubfs/why-underpowered-studies-are-more-dangerous-than-you-think2.png)](https://blog.healthverity.com/why-underpowered-studies-are-more-dangerous-than-you-think)

###### [Why underpowered studies are more dangerous than you think](https://blog.healthverity.com/why-underpowered-studies-are-more-dangerous-than-you-think)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  May 20, 2026

In epidemiology, statistical power determines whether a study can accurately detect an effect of a...

[Read More](https://blog.healthverity.com/why-underpowered-studies-are-more-dangerous-than-you-think)

[![Why 'good enough' data is risky](https://blog.healthverity.com/hubfs/why-good-enough-data-is-risky-featured.png)](https://blog.healthverity.com/why-good-enough-data-is-risky)

[Thought Leadership](https://blog.healthverity.com/tag/thought-leadership)

###### [Why 'good enough' data is risky](https://blog.healthverity.com/why-good-enough-data-is-risky)

By [HealthVerity](https://blog.healthverity.com/author/healthverity)  April 16, 2026

Real World Data (RWD) is increasingly being incorporated into healthcare and life science research...

[Read More](https://blog.healthverity.com/why-good-enough-data-is-risky)

###### Search

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###### Popular Post

- [The GLP-1 trend: What the real-world data reveals](https://blog.healthverity.com/the-glp-1-surge-what-the-real-world-data-reveals)
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- [Open claims vs. closed payer claims: What’s the difference?](https://blog.healthverity.com/open-claims-vs-closed-payer-claims)
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- [GLP‑1 real‑world data for obesity: A new standard for metabolic care](https://blog.healthverity.com/glp-1-real-world-data-for-obesity-a-new-standard-for-metabolic-care)

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## [What 250 validation runs reveal about agentic AI in real-world evidence](https://blog.healthverity.com/what-250-validation-runs-reveal-about-agentic-ai-in-real-world-evidence)

Stress-testing a research question Every technology vendor claims their product works. The question that matters for life sciences is: how do you know, and can someone else verify it?

[Read more](https://blog.healthverity.com/what-250-validation-runs-reveal-about-agentic-ai-in-real-world-evidence)

- [Solutions & Best Practices (82)](https://blog.healthverity.com/tag/solutions-best-practices)
- [Trends & Insights (40)](https://blog.healthverity.com/tag/trends-insights)
- [HEOR (29)](https://blog.healthverity.com/tag/heor)
- [Marketplace (27)](https://blog.healthverity.com/tag/marketplace)
- [Thought Leadership (25)](https://blog.healthverity.com/tag/thought-leadership)
- [taXonomy (18)](https://blog.healthverity.com/tag/taxonomy)
- [Industry Updates (17)](https://blog.healthverity.com/tag/industry-updates)
- [Case Studies (13)](https://blog.healthverity.com/tag/case-studies)
- [Commercial Pharmaceutical (10)](https://blog.healthverity.com/tag/commercial-pharmaceutical)
- [Government (10)](https://blog.healthverity.com/tag/government)
- [AI (8)](https://blog.healthverity.com/tag/ai)
- [eXOs (6)](https://blog.healthverity.com/tag/exos)
- [Audiences (5)](https://blog.healthverity.com/tag/audiences)
- [taXonomy Pathways (4)](https://blog.healthverity.com/tag/taxonomy-pathways)
- [Notes (3)](https://blog.healthverity.com/tag/notes)
- [Rare Diseases (1)](https://blog.healthverity.com/tag/rare-diseases)

### Contact us

#### Who we serve

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- [Channel Partners](https://healthverity.com/channel-partners/)
- [Data Ecosystem Partners](https://healthverity.com/data-ecosystem-partners/)

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