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Home»Health»Why Conventional EMRs Are Holding Healthcare Again
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Why Conventional EMRs Are Holding Healthcare Again

VernoNewsBy VernoNewsSeptember 12, 2025No Comments6 Mins Read
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2025 has been declared the yr of the AI agent. Whereas that could be true typically, it’s not correct in healthcare. In our business, 2025 is undoubtedly the yr of the scribe.

Abridge, Atmosphere and different ambient AI scribes have attracted unprecedented enterprise capital curiosity and valuations this yr. In the meantime, established digital medical document (EMR) firms with giant and sticky buyer bases, like those under, are passing round non-public fairness homeowners at multiples of round 10x income or much less. 

With this, we should pause and mirror on the state of the EMR panorama and what it means for an AI-enabled future in healthcare. Every of the well being tech companies above has constructed a big scientific, monetary and operational person base in a trillion-dollar complete addressable market, however has not hit wherever close to the multiples traders are paying for scribe firms in the present day.

Why? Conventional EMRs aren’t designed for it. They’re constructed for compliance and billing seize, and use outdated paradigms in structure and person expertise design. They’ll’t construct breakout software program companies, not to mention platforms that may reside sooner or later the place AI brokers turn into built-in components of the care staff. As an alternative of making new alternatives, conventional EMRs are constraining AI’s potential in healthcare.

The way forward for healthcare is agentic

We’re quickly approaching a future that goes nicely past the scribe. One which integrates AI throughout the complete spectrum of scientific, monetary and operational jobs inside an outpatient follow. On this world, specialised brokers work inside a unified knowledge structure and chain along with a number of different brokers throughout the affected person journey. 

For instance, a scheduling agent automates self-serve affected person reserving and triggers the consumption agent to deliver informatics into the chart, which in flip offers deeper context for the documentation agent and/or scientific copilot supporting the clinician throughout the go to. Submit-visit actions are linked and automatic to code, scrub, counsel documentation gaps and handle the income cycle.

All of those use circumstances are coming quick and threaten the lifespan of conventional EMRs that don’t adapt to the stress. 

It should be built-in

There are a number of challenges the brand new agentic world presents to the incumbent: 

  • One is the person expertise; how can we design in order that the human choice maker is in management? 
  • One other is security; how can we shield in opposition to hallucinations and bugs, and repeatedly consider to refine prompts and enhance the system? 
  • A 3rd is knowledge integration and platform capabilities; an agent is just pretty much as good as its instruments and context.

There are extra questions after we get into technical and architectural element. 

  • The place ought to every agent be hosted? 
  • How will shared context be maintained throughout brokers with out creating harmful inconsistencies?
  • When one agent makes a change that impacts different brokers’ work, how will that coordination occur in real-time? 

With out correct orchestration, every new agent means extra brittle integration factors and potential conflicts, making a compounding, exponential coordination problem.

A technique round that is to construct brokers into the EMR, with a collection of bundled AI merchandise throughout jobs like good consumption, chart abstract, ambient scribe, and coding automation. For EMR firms with the structure and technical capabilities to perform this, they’ll provide AI instruments the place customers already are, augmenting their core expertise and avoiding orchestration challenges since brokers leverage a standard underlying system and knowledge mannequin.

Nothing issues with out evals

What’s lacking from all the hype posts and movies on social media are tangible outcomes. The business must prioritize transparency into the effectiveness of AI tooling and set up benchmarks that validate its security. We should transfer past launch bulletins and prototypes into the world of steady analysis of the security of AI instruments, testing them in opposition to knowledgeable scientific judgment. 

Mainstream adoption for brokers and AI in healthcare received’t be reached with out analysis rubrics and steady suggestions loops between human practitioners and agentic options to repeatedly enhance fashions and guarantee we’re safely augmenting scientific selections. The human clinician and agent should co-exist, and brokers should have the instruments and context to drive their very own enchancment.

It received’t be doable with conventional EMRs

The legacy market doesn’t have APIs, software program developer kits or knowledge entry that AI options can use to combine into present workflows or consider their security. With out this, our possibility is a tab within the browser and a duplicate/paste guide workflow or a lowest frequent denominator interface that permits knowledge to maneuver throughout methods and customers, however doesn’t enable for coordination. This blocks autonomy; brokers can’t work collectively within the present paradigm.

Programs like those within the desk above and different names not listed, like athenahealth, eClinicalWorks, and AllScripts, which have dominated outpatient care, haven’t been constructed for this new future. Their methods and resourcing point out that they are going to maximize the present SaaS paradigm and transfer slowly (if in any respect) to assist the brand new one. That has an important price for clinicians and sufferers. 

As an business, we have now an obligation to undertake AI and to check it to the sting of its capabilities. However we should do that with consciousness of the excessive stakes of healthcare automation, continuously preserving the security of sufferers prime of thoughts. Our alternative is to do that work nicely, and urgently, and attain the transformative potential of AI in healthcare.

Editor’s word: Neither the creator nor his firm have any relationship with the businesses/merchandise talked about.

Photograph: ipopba, Getty Photographs


Adam Farren is the CEO of Canvas Medical, the EMR platform accelerating on a regular basis medication. Previous to Canvas, he was CGO at Elation Well being and Osmind, and led progress technique and go-to-market throughout venture-backed startups in monetary companies, schooling know-how, and media. Adam holds a bachelor’s diploma from Princeton College and an MBA from the Haas Enterprise College on the College of California, Berkeley.

This publish seems via the MedCity Influencers program. Anybody can publish their perspective on enterprise and innovation in healthcare on MedCity Information via MedCity Influencers. Click on right here to learn the way.

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