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CodeMD - AI Code Finder

CodeMD - AI Code Finder

By 3iTechworks

CodeMD is a medical coding utility for healthcare professionals that uses AI to map condition descriptions to ICD10 codes.

The App DNA

What makes this app unique?

It removes the time-consuming friction of manual code searching by allowing clinicians to use voice input and document scanning to retrieve accurate billing codes.

For Medical professionals and healthcare practitioners seeking to reduce administrative time spent on ICD10 coding.

What does it look like?

Key features

AI-Powered ICD10 Searchstandard

Natural language processing maps medical condition descriptions to specific ICD10 codes.

Voice Inputedge

Dictation-based code lookup for hands-free operation.

Medical Summary Scanningedge

OCR and text extraction from medical documents to generate relevant ICD10 codes.

How much does it cost?

freeFree access to all current features

CodeMD operates as a free tool with no visible monetization, likely serving as a lead generation mechanism for the developer's broader B2B AI services.

Velocity

Dormant developmentperformanceShow more...

CodeMD has been inactive for 550 days, effectively placing it in a zombie state. The development history shows only two releases total, with the most recent update providing minor stability improvements. There is no evidence of ongoing feature development or active maintenance, as the app has not received a functional update in over a year and a half.

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Who built it?

3iTechworks

2 apps tracked · Medical

Photo-FinderPhoto-Finder
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User Sentiment

What do users think recently?

How are ratings & reviews evolving?

App Store
4.00 · 4
Google Play
0.00 · 0

Not enough recent reviews to extract reliable themes yet.

Read the full review analysis

Competition

Competitive landscape for CodeMD - AI Code Finder

How's the Medical market?

CodeMD occupies a niche utility space in the Medical category, currently maintaining a 4.0 rating on iOS with a very limited sample size of four ratings. The lack of recent updates suggests it is not actively competing for chart share against more frequently maintained clinical tools.

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The rivals identified

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The Analyst's Read

Key takeaways for CodeMD - AI Code Finder

Where is it heading?

Users report: The medical coding utility market is shifting toward integrated, cloud-native solutions that sync directly with electronic health records. CodeMD's current dormant state leaves it exposed to more agile competitors that offer continuous updates and deeper clinical workflow integration.

  • The 18-month update gap indicates the app is in maintenance mode, which increases the risk of technical failure as medical coding standards evolve.

The SWOT

Core Strengths
  • Voice-dictation interface reduces time-per-task for clinicians.
Critical Frictions 1 weakness inside
Growth Levers
  • Integration with electronic health record systems could enable a B2B subscription model.
Market Threats 1 threat identified

Next best moves

1 Maintain

Audit core search functionality against latest OS requirements because the app has not been updated in 18 months → prevent total service failure.

The counter-intuitive read

The lack of updates may not be neglect…

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Bottom line

CodeMD provides a useful workflow utility, but the 18-month development silence threatens its long-term viability. Verifying technical stability is the necessary move to prevent service failure for existing users.

Unlock 1 critical friction, 1 market threat and the analyst’s take.

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Sources

  1. [1] App Store

Report last updated

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with automated quality gates, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by CodeMD - AI Code Finder, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Cite this report

Marlvel.ai. “CodeMD - AI Code Finder Intelligence Report.” Updated Oct 10, 2026. https://marlvel.ai/apps/codemd-ai-code-finder

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