Tuesday, February 3, 2026
ISSN 2765-8767
  • Survey
  • Podcast
  • Write for Us
  • My Account
  • Log In
Daily Remedy
  • Home
  • Articles
  • Podcasts
    The Future of LLMs in Healthcare

    The Future of LLMs in Healthcare

    January 26, 2026
    The Future of Healthcare Consumerism

    The Future of Healthcare Consumerism

    January 22, 2026
    Your Body, Your Health Care: A Conversation with Dr. Jeffrey Singer

    Your Body, Your Health Care: A Conversation with Dr. Jeffrey Singer

    July 1, 2025

    The cost structure of hospitals nearly doubles

    July 1, 2025
    Navigating the Medical Licensing Maze

    The Fight Against Healthcare Fraud: Dr. Rafai’s Story

    April 8, 2025
    Navigating the Medical Licensing Maze

    Navigating the Medical Licensing Maze

    April 4, 2025
  • Surveys

    Surveys

    AI in Healthcare Decision-Making

    AI in Healthcare Decision-Making

    February 1, 2026
    Patient Survey: Understanding Healthcare Consumerism

    Patient Survey: Understanding Healthcare Consumerism

    January 18, 2026

    Survey Results

    Can you tell when your provider does not trust you?

    Can you tell when your provider does not trust you?

    January 18, 2026
    Do you believe national polls on health issues are accurate

    National health polls: trust in healthcare system accuracy?

    May 8, 2024
    Which health policy issues matter the most to Republican voters in the primaries?

    Which health policy issues matter the most to Republican voters in the primaries?

    May 14, 2024
    How strongly do you believe that you can tell when your provider does not trust you?

    How strongly do you believe that you can tell when your provider does not trust you?

    May 7, 2024
  • Courses
  • About Us
  • Contact us
  • Support Us
  • Official Learner
No Result
View All Result
  • Home
  • Articles
  • Podcasts
    The Future of LLMs in Healthcare

    The Future of LLMs in Healthcare

    January 26, 2026
    The Future of Healthcare Consumerism

    The Future of Healthcare Consumerism

    January 22, 2026
    Your Body, Your Health Care: A Conversation with Dr. Jeffrey Singer

    Your Body, Your Health Care: A Conversation with Dr. Jeffrey Singer

    July 1, 2025

    The cost structure of hospitals nearly doubles

    July 1, 2025
    Navigating the Medical Licensing Maze

    The Fight Against Healthcare Fraud: Dr. Rafai’s Story

    April 8, 2025
    Navigating the Medical Licensing Maze

    Navigating the Medical Licensing Maze

    April 4, 2025
  • Surveys

    Surveys

    AI in Healthcare Decision-Making

    AI in Healthcare Decision-Making

    February 1, 2026
    Patient Survey: Understanding Healthcare Consumerism

    Patient Survey: Understanding Healthcare Consumerism

    January 18, 2026

    Survey Results

    Can you tell when your provider does not trust you?

    Can you tell when your provider does not trust you?

    January 18, 2026
    Do you believe national polls on health issues are accurate

    National health polls: trust in healthcare system accuracy?

    May 8, 2024
    Which health policy issues matter the most to Republican voters in the primaries?

    Which health policy issues matter the most to Republican voters in the primaries?

    May 14, 2024
    How strongly do you believe that you can tell when your provider does not trust you?

    How strongly do you believe that you can tell when your provider does not trust you?

    May 7, 2024
  • Courses
  • About Us
  • Contact us
  • Support Us
  • Official Learner
No Result
View All Result
Daily Remedy
No Result
View All Result
Home Politics & Law

Reimbursement Friction Is Steering Innovation Pathways

Payment and coding uncertainty are redesigning healthcare go‑to‑market strategy

Daily Remedy by Daily Remedy
February 3, 2026
in Politics & Law
0

Coding is the first gate, not the last

Without a billing code, revenue attribution is difficult. Without revenue attribution, purchasing justification weakens. Even when technologies fit existing codes, interpretation varies by payer and region. Startups must therefore map coding pathways early.

Coding consultants now appear earlier in startup advisory structures. Their role is not clerical. It is strategic. Code fit determines which department owns the budget and how value is measured.

Misaligned coding can redirect or stall adoption.

Coverage decisions fragment demand

Public and private payers evaluate new services differently. A technology covered by one payer may be excluded by another. Hospitals serving mixed payer populations therefore face uneven revenue implications from the same tool.

This fragmentation complicates ROI modeling. Procurement teams discount projected gains when payer mix introduces variability. Vendors must present sensitivity analyses across payer distributions.

Market size becomes payer‑weighted rather than population‑weighted.

Interim payment models create temporary markets

Some technologies enter through temporary reimbursement mechanisms such as pilot coverage programs or demonstration projects. These pathways create early revenue but uncertain durability. When temporary programs end, adoption can contract.

Startups using interim pathways must plan for transition risk. Customer success depends on converting temporary coverage into durable coding or contract pathways. Not all transitions succeed.

Temporary reimbursement is opportunity with expiration risk.

Hospitals sometimes self‑fund clinically useful tools

When reimbursement is absent but clinical value is visible, some hospitals self‑fund technology from operational budgets. These purchases are selective and scrutinized. They require strong internal champions and clear local benefit.

Self‑funding pathways are fragile. Leadership turnover or budget tightening can reverse them. Vendors relying heavily on self‑funded adoption face renewal risk.

This pattern favors tools with immediate, localized value rather than systemwide long‑term benefit.

Evidence requirements differ by payment pathway

Coverage bodies often require different evidence than procurement committees. Coverage review may emphasize outcome improvement and comparative effectiveness. Procurement review may emphasize operational stability and cost predictability.

Startups must therefore maintain dual evidence packages. One supports payment policy arguments. The other supports purchasing decisions. Misalignment between the two slows scale.

Evidence strategy becomes pathway‑specific.

Second‑order effects on product scope

Reimbursement friction encourages modular product design. Companies introduce components that fit existing codes rather than comprehensive platforms that require new ones. Scope narrows to match payment infrastructure.

This constraint can slow transformative change while accelerating incremental change. The pattern reflects payment architecture rather than technological limits.

Reimbursement does not merely pay for innovation. It shapes its form and timing.

ShareTweet
Daily Remedy

Daily Remedy

Dr. Jay K Joshi serves as the editor-in-chief of Daily Remedy. He is a serial entrepreneur and sought after thought-leader for matters related to healthcare innovation and medical jurisprudence. He has published articles on a variety of healthcare topics in both peer-reviewed journals and trade publications. His legal writings include amicus curiae briefs prepared for prominent federal healthcare cases.

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

Videos

In this episode, the host discusses the significance of large language models (LLMs) in healthcare, their applications, and the challenges they face. The conversation highlights the importance of simplicity in model design and the necessity of integrating patient feedback to enhance the effectiveness of LLMs in clinical settings.

Takeaways
LLMs are becoming integral in healthcare.
They can help determine costs and service options.
Hallucination in LLMs can lead to misinformation.
LLMs can produce inconsistent answers based on input.
Simplicity in LLMs is often more effective than complexity.
Patient behavior should guide LLM development.
Integrating patient feedback is crucial for accuracy.
Pre-training models with patient input enhances relevance.
Healthcare providers must understand LLM limitations.
The best LLMs will focus on patient-centered care.

Chapters

00:00 Introduction to LLMs in Healthcare
05:16 The Importance of Simplicity in LLMs
The Future of LLMs in HealthcareDaily Remedy
YouTube Video U1u-IYdpeEk
Subscribe

AI Regulation and Deployment Is Now a Core Healthcare Issue

Clinical Reads

Ambient Artificial Intelligence Clinical Documentation: Workflow Support with Emerging Governance Risk

Ambient Artificial Intelligence Clinical Documentation: Workflow Support with Emerging Governance Risk

by Daily Remedy
February 1, 2026
0

Health systems are increasingly deploying ambient artificial intelligence tools that listen to clinical encounters and automatically generate draft visit notes. These systems are intended to reduce documentation burden and allow clinicians to focus more directly on patient interaction. At the same time, they raise unresolved questions about patient consent, data handling, factual accuracy, and legal responsibility for machine‑generated records. Recent policy discussions and legal actions suggest that adoption is moving faster than formal oversight frameworks. The practical clinical question is...

Read more

Join Our Newsletter!

Twitter Updates

Tweets by TheDailyRemedy

Popular

  • Semaglutide Keeps Getting Better

    Semaglutide: Keeps Getting Better

    1 shares
    Share 0 Tweet 0
  • How Insurers Taught Patients to Shop

    0 shares
    Share 0 Tweet 0
  • Interoperability Is No Longer a Technical Debate. It Is a Power Debate.

    0 shares
    Share 0 Tweet 0
  • The Quiet Revolution in the Exam Room: AI Tools That Change Work, Not Headlines

    0 shares
    Share 0 Tweet 0
  • Healthy Holiday Food Choices for Patients

    0 shares
    Share 0 Tweet 0
  • 628 Followers

Daily Remedy

Daily Remedy offers the best in healthcare information and healthcare editorial content. We take pride in consistently delivering only the highest quality of insight and analysis to ensure our audience is well-informed about current healthcare topics - beyond the traditional headlines.

Daily Remedy website services, content, and products are for informational purposes only. We do not provide medical advice, diagnosis, or treatment. All rights reserved.

Important Links

  • Support Us
  • About Us
  • Contact us
  • Privacy Policy
  • Terms and Conditions

Join Our Newsletter!

  • Survey
  • Podcast
  • About Us
  • Contact us

© 2026 Daily Remedy

No Result
View All Result
  • Home
  • Articles
  • Podcasts
  • Surveys
  • Courses
  • About Us
  • Contact us
  • Support Us
  • Official Learner

© 2026 Daily Remedy