Gleam vs CodaMetrix

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-10-09
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At a glance

DimensionGleamCodaMetrix
Primary FunctionAutomated EDC data entry for clinical trialsEnterprise medical coding automation for billing
Target UserClinical research sites and coordinatorsLarge health systems and revenue cycle teams
IntegrationBrowser-based sources and EDCs (no API needed)Epic, Cerner, and major EHRs (deep integration)
Pricing ModelContact salesContact sales
ROI HighlightReduces data entry time and transcription errors5:1 ROI, 70% reduction in manual coding, 60% fewer denials
Latest NewsBotsitting/botshitting report (June 2026)#1 Best in KLAS for Autonomous Medical Coding (Feb 2026)

Gleam and CodaMetrix serve completely different healthcare workflows. If you're a clinical research site wanting to slash EDC data entry time and reduce transcription errors without sponsor involvement, Gleam is a perfect fit. If you're a large health system aiming to automate medical coding across Epic or Cerner, cut costs by 30%, and achieve a 5:1 ROI, CodaMetrix is the proven market leader. Choose based on your domain: clinical research vs. revenue cycle.

Gleam
Gleam

Gleam is a browser-based AI data-entry assistant that moves source data from eSource into EDC case report forms for clinical research sites.

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CodaMetrix
CodaMetrix

Autonomous medical coding for large health systems that codes and bills eligible cases touchlessly.

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Pricing
Contact Sales
Contact Sales
Plans
Contact sales
—
Popularity
3 views
7.4k views
Skill Level
Intermediate
Advanced
API Available
Platforms
Web
Web
Categories
🧾 Healthcare Revenue Cycle🏥 Healthcare
🧾 Healthcare Revenue Cycle
Features
Chrome browser extension for EDC data entry
Works alongside existing eSource and EDC with zero integrations
Three-step Fetch, Fill, Trace workflow
Quick learn: learns the structure of each CRF page in the EDC
Queue multiple CRFs to learn in parallel
Deep learn: clicks through interactive form elements to understand a CRF
Fast Fill of the current CRF with applicable source data
Tracks protocol amendments and relearns affected CRF pages
Fetch visit data from browser-based eSource in a few clicks
Simultaneous fetch of multiple sources with notification for next step
Review and approval workflow for low-confidence data
Source-build gap detection, including missing data fields
Pre-fills logs such as concomitant medications for row-by-row confirmation
View Source jumps to and scrolls to the specified eSource data
View Destination scrolls to the relevant CRF field
Autonomous medical coding across radiology, pathology, endoscopy, surgery and specialty services
CMX Automate touchlessly codes and bills eligible cases with no human intervention
CMX Amplify feeds every coder-reviewed decision back into the platform to widen automation
CMX Insights delivers real-time automation performance, benchmarking and documentation insights
CMX Care targets inpatient professional fee coding where diagnoses shift mid-stay
Ingests clinical notes including ambient documentation, orders, charges, surgical schedules and registration events
Unifies the patient story across providers, encounters and facilities into one care timeline
Identifies services, diagnoses, documentation gaps and capture risk before claim submission
Rosetta Coding Quality Framework sets a standardized approach to coding accuracy and defensibility
Coding Quality Council with health system leaders reviews the framework against real-world practice
Epic Toolbox Approved integration keeps coders working inside their native EHR environment
Continuous audits against payer-specific and current coding guidelines
Longitudinal patient view codes at the first opportunity across the care continuum
Real-time automation performance benchmarking across specialties
Proven results reporting: 70% reduction in manual coding, 5x faster turnaround, 60% fewer coding denials, 30% savings
Integrations
Epic

Who should pick which

  • Clinical Research Coordinator
    Pick: Gleam

    Gleam automates EDC data entry, reducing manual work and errors, directly addressing coordinators' pain points.

  • Revenue Cycle Director at Large Health System
    Pick: CodaMetrix

    CodaMetrix provides enterprise-wide coding automation with proven ROI and deep EHR integration; ranked #1 in KLAS.

  • Site Director at Multi-Site Research Organization
    Pick: Gleam

    Gleam works across multiple EDCs and eSource systems without sponsor approval, ideal for site-controlled workflow.

  • CFO of Large Hospital Network
    Pick: CodaMetrix

    CodaMetrix reduces coding costs by 30% and denials by 60%, directly improving the bottom line.

  • Small Clinic or Private Practice
    Pick: Gleam

    Neither is ideal, but Gleam is more suited for smaller operations; CodaMetrix is overkill and expensive.

Frequently Asked Questions

Gleam vs CodaMetrix: which should you choose?

Gleam and CodaMetrix serve completely different healthcare workflows. If you're a clinical research site wanting to slash EDC data entry time and reduce transcription errors without sponsor involvement, Gleam is a perfect fit. If you're a large health system aiming to automate medical coding across Epic or Cerner, cut costs by 30%, and achieve a 5:1 ROI, CodaMetrix is the proven market leader. Choose based on your domain: clinical research vs. revenue cycle.

Does Gleam require sponsor approval to use?

No, Gleam contracts directly with sites and works alongside existing EDC systems without needing sponsor approval.

Can CodaMetrix integrate with my EHR if I'm not on Epic or Cerner?

CodaMetrix supports major EHRs like Meditech, Athenahealth, eClinicalWorks, Allscripts, NextGen, GE Healthcare, InterSystems, and Oracle Health, but deeper integration is best with Epic/Cerner.

Which tool is better for reducing data entry errors in clinical trials?

Gleam is specifically designed for clinical trial data entry, with source traceability and quality checks to reduce transcription errors.

Does CodaMetrix offer a free trial?

Pricing is contact-only; no free trial is mentioned. Typically, enterprise deployments involve a pilot.

How does Gleam handle paper source documents?

Paper/PDF support is on a waitlist and not yet generally available; currently, only browser-based sources are supported.

What is the ROI for CodaMetrix?

CodaMetrix claims a 5:1 ROI over five years, with 30% lower coding costs and 60% fewer denials.

Can Gleam work offline?

No, Gleam is a browser extension and requires an internet connection.

Which tool is best for a solo researcher?

Gleam is more appropriate for smaller sites; CodaMetrix is designed for large health systems and would be overkill for a solo researcher.

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Last reviewed: July 3, 2026