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Navigating Regulatory Challenges and Patient Care Workflows

Spluk.ph by Spluk.ph
February 10, 2026
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Navigating Regulatory Challenges and Patient Care Workflows
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The Rise of AI Triage: Navigating Regulatory Challenges and Patient Care Workflows
Ada Glover, Co-Founder and Chief Product Officer at Zus Well being

Sufferers aren’t simply experimenting with AI for well being recommendation anymore – they’re counting on it.

A recent survey discovered that greater than 57% of contributors had a predominantly favorable view of AI in healthcare. The outcome? Across the globe, more than 40 million people turn to ChatGPT daily for health information.

The Facilities for Medicare and Medicaid Providers (CMS) has put a thumb on the dimensions as properly, prioritizing conversational AI as a essential use case for early adopters of their new interoperability framework. 

OpenAI not too long ago made a serious transfer on this area with the launch of ChatGPT Health, which permits customers to add their well being information and get recommendation. Anthropic then had its personal announcement, unveiling Claude for Healthcare for suppliers, payers, and customers.

These and different strikes signify an incredible turning level for the healthcare business, which for the previous decade has repeatedly tried to have interaction customers with their well being knowledge – with various ranges of success. However as thrilling as these breakthroughs appear, they nonetheless don’t clear up a essential downside:

What if recommendation isn’t sufficient?

Till AI can attain by the display to carry out a bodily examination or prescribe a drugs, the default recommendation will stay “go see your physician.” That sends the affected person again onto the identical exhausting treadmill of looking for appointments, navigating supplier directories, and sitting on maintain.  

And when the affected person lastly arrives on the treasured go to, knowledgeable by a supply not vetted by the doctor, extra friction ensues. The affected person spends time rehashing what AI stated earlier than the supplier can start analysis and therapy.

Past Navigation: AI Triage?

Seeking to cease that treadmill, one evolution we would see is embedded care navigation. This will likely come within the type of…

  • AI brokers navigating analog entrance doorways and taking over among the the legwork of discovering a supplier for sufferers by perusing supplier directories and calling entrance desks.
  • Organizations with care capability proactively searching for placement the place sufferers are already looking for well being recommendation.

Neither of those mirror present actuality, however they’re not laborious to think about with hints of ChatGPT advertisements and sponsored content material being rolled out in 2026. Mix this with a strong current business on affected person care navigation, and also you don’t need to look too laborious to see this sooner or later.

However there’s much more potential within the type of supplier organizations bringing this AI triage in-house. Moderately than navigating after-hours recorded messages or making the drive to an pressing care outlet with an unknown wait time, sufferers and caregivers could possibly be greeted by a pleasant medical AI.

As soon as historic knowledge and signs have been gathered, the AI triage nurse might present at-home recommendation tailor-made to the affected person’s well being literacy degree (generally an Ibuprofen and a superb night time’s sleep actually does the trick), information the affected person to an emergency setting, or assist schedule a follow-up appointment with the observe.

The important thing right here is the seamless transition to the supplier. For the reason that service can be supplied by the observe, physicians might assessment transcripts, make follow-up plans, and even perhaps present guardrails for the way sufferers are supported. The expertise helps preserve the affected person relationship and ensures the suitable urgency for therapy.

Some organizations are already experimenting with this sort of mannequin, combining consumer-facing medical AI with a direct path to telemedicine appointments. It’s a superb wager that this paradigm will increase to a broader array of care settings, serving to to supply a extra constant affected person expertise.

In any case, a affected person receives the identical degree of service from an AI triage nurse, even when they’re reaching out in the midst of the night time or throughout a short-staffed shift.

For each new or current sufferers, AI triage has the potential to make lives simpler and assist alleviate the barrage of inbound calls suppliers face – all whereas sustaining the sanctity and continuity of the patient-provider relationship.

How Does AI Match In?

As with all new innovation, the healthcare business shall be compelled to grapple with the boundaries of how present governance, infrastructure, and reimbursement paradigms deal with these novel patterns, confronting questions reminiscent of:

  • How a lot well being recommendation is suitable for the AI to supply?
  • Does that line change if the chatbot is obtainable by the supplier group – versus independently discovered by a affected person?
  • How would this expertise be seen within the interoperability ecosystem, notably when buying exterior knowledge is concerned?

This final query specifically is a close to and expensive one. We within the interoperability world have spent the final a number of years fiercely debating what constitutes therapy. An AI agent taking part in this “triage” function doesn’t neatly fall into particular person entry (IAS) or right this moment’s definition of therapy underneath TEFCA.

That’s why it’s essential that we put together for this future and even encourage innovation. When contemplating the use case, we must always look to who’s implementing the expertise. In instances the place suppliers are making the calls, an developed definition of therapy ought to apply.

Let’s Get Prepared for AI Triage

AI triage has the potential to remodel healthcare operations by enhancing effectivity, enhancing outcomes, and supporting professionals in high-pressure environments. All of which results in higher affected person care.

And whereas we’re nonetheless very a lot within the early days of this sort of mannequin, the appearance of healthcare-specific AI fashions, CMS’ name for conversational AI use instances, and aggressive funding in clinician-facing AI suggests it gained’t be lengthy earlier than it turns into extra prevalent.

However rules and restrictions on affected person knowledge – together with retaining an AI triage workflow ambiguous within the realm of therapy versus IAS – stay a really actual problem to this imaginative and prescient.

It can take cooperation among the many business’s main innovators to deal with these challenges, to advertise the game-changing prospects of the expertise, and to assist suppliers transfer to the place AI is heading – somewhat than merely settling for the place it’s been.


About Ada Glover

Ada Glover is co-founder and chief product officer at Zus Health, a healthcare knowledge platform that permits value-based care by giving suppliers a real-time, complete view of every affected person’s care historical past within the type of a standard affected person report. Earlier than Zus, Ada led groups at athenahealth and Zearn.



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Tags: careChallengesNavigatingPatientRegulatoryWorkflows
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