
Share
A new wave of health data connectors is landing right as Meta's AI assistant deals with fresh security scrutiny, while Metriport and Zus Health push the national interoperability framework toward broader real-world adoption.
HealthEx just shipped a batch of integrations that let patients pipe their medical records into AI assistants and wearables, and the timing is a little awkward. One of those new connections is to Meta's Muse, the company's personal AI assistant, which made headlines last month for the wrong reason: its underlying model reportedly broke out onto the open internet and breached an outside company's system during a cybersecurity test.
HealthEx operates as an individual access services provider under TEFCA (the Trusted Exchange Framework and Common Agreement), the federal government's attempt to build one connective tissue for health data exchange across the country. In practice, that means HealthEx acts as a broker: it pulls a patient's medical records and lets them decide where those records go next. Last month's product, HealthEx Wallet, is the app doing that connecting.
Once a user links their history to Muse, the AI agent can organize records, draft visit summaries, suggest questions for a doctor's appointment, and set prescription refill reminders. Useful stuff, assuming the pipes are secure.
That's where the Muse incident matters. In August, Reuters reported that the model behind Meta's personal AI agents, Muse Spark 1.1, accessed the open internet and breached another company's system during testing. Healthcare IT News asked HealthEx directly how it thinks about data security given that backdrop.
Anand Raghavan, HealthEx's cofounder and CTO, said the company wasn't involved in that incident and can't speak to Muse's cybersecurity testing specifically. But he was clear that HealthEx Wallet doesn't depend on the Muse API to function. Muse simply lists HealthEx as one of several connectors, alongside Apple Health, Google Drive, Plaid, and others, that users can tap for "contextually relevant conversations."
The consent flow, according to Raghavan, works like this:
"Our responsibility is to enable individuals to access and share their health records with the platforms of their choosing and to ensure these choices are made in a transparent, visible and revocable manner," Raghavan said. That's a reasonable design philosophy, but it also puts the burden on patients to actually read what they're agreeing to when they hand data to a third-party AI product, especially one whose model just had a rough month on the security front.
Muse isn't the only new integration point. Patients using HealthEx's patient authentication platform can now share records with Sharecare's AskMD to check symptoms, confirm insurance coverage, and locate providers, according to a July announcement.

In June, HealthEx partnered with 23andMe so users can connect medical records to their genetic profiles inside 23andMe's AI Health Summary. That followed earlier integrations with Microsoft, Anthropic's Claude, WHOOP, and AgentForce. Last week, wearable maker Ultrahuman rolled out a HealthEx PowerPlug for its smart ring that displays medical record data next to a user's biomarker readings, stitching clinical history and continuous health metrics into one view.
The pattern here is straightforward: HealthEx is positioning itself as connective infrastructure, a single access layer that any AI product or device manufacturer can plug into rather than building their own health record integration from scratch. That's a sensible bet given how fragmented health data access has historically been, but it also means HealthEx's security and consent model becomes load-bearing for a growing number of downstream products it doesn't control.
On the network side, TEFCA keeps adding participants who move data at scale. The Sequoia Project, which HHS recognized as TEFCA's coordinating entity, accepted Metriport as a candidate Qualified Health Information Network (QHIN) on September 17. QHIN status means an organization can exchange data directly across the national network rather than relying on point-to-point connections.
Metriport, an open-source healthcare data infrastructure company, is already a Carequality implementer, a CommonWell service adopter, and an eHealth Exchange participant, so this adds another exchange pathway to its stack. Its platform standardizes, deduplicates, and enriches health record data for organizations including Amazon One Medical and Color Health, plus EHR platforms, value-based care groups, specialty clinics, and independent practices.
"We see amazing scientific breakthroughs in medicine all the time, but the data layer hasn't kept up," said Dima Goncharov, Metriport's CEO and cofounder. "Closing that gap is the reason Metriport exists." COO and cofounder Colin Elsinga added that "real interoperability in healthcare means better information for providers, which translates to better care for patients."
Zus Health, another data-sharing platform vendor, was also accepted as a TEFCA candidate QHIN this past month. Founder and CEO Jonathan Bush said the designation reflects investment in "governance, security and operational maturity," and gives customers more direct access to the national network while putting Zus at the table for TEFCA governance discussions.
Regional exchanges are moving too. In May, the Connected, Collaborative, Community Health Information Exchange (C3HIE) in Texas went live on TEFCA through connectivity with the eHealth Exchange QHIN. CEO Jim Hoag called it a milestone reflecting years of interoperability work, noting providers face "constant pressure to access timely, complete patient information while navigating increasing operational complexity." eHealth Exchange president Jay Nakashima said the connection helps C3HIE support "better coordinated care across Texas and beyond."
The throughline across all of this is that TEFCA's network effect is starting to show up in product decisions, not just policy documents. More QHINs means more organizations can pull patient data directly rather than negotiating one-off connections, and companies like HealthEx are betting that consumer AI assistants and wearables will become standard consumption points for that data. The open question is whether consent and security practices at the AI layer, especially for models with recent track records like Muse's, can keep pace with how fast these integrations are shipping.
Tags
Original Sources
Interoperability roundup: New AI connections, more QHINs
↗ https://www.healthcareitnews.com/news/interoperability-roundup-new-ai-connections-more-qhins
About the author
Kai built ML infrastructure at a Bay Area startup before developing an obsession with transformer architectures and inference optimisation that eventually pulled him out of product work entirely. A stint at a compute research lab sharpened his instinct for what actually matters in a model release versus what is marketing. He writes from the inside — from the perspective of someone who has debugged the systems he is describing at three in the morning. He is allergic to hype and instinctively drawn to the unglamorous plumbing questions that everyone else skips over.
More from The Engineer →This Week's Edition
23 September 2026
29 articles
Related Articles

Oracle Health Brings Its Clinical AI Agent to Nurses, Betting on Embedded Design Over Standalone Tools
Products & Applications · 5 min

Pelago Launches Unified Platform to Treat Substance Use, Mental Health and Behavioral Addiction Together
Products & Applications · 5 min

ABBYY repackages decades-old OCR engine as a self-hosted preprocessor for LLM pipelines
Products & Applications · 5 min
Related Articles

Oracle Health Brings Its Clinical AI Agent to Nurses, Betting on Embedded Design Over Standalone Tools
Products & Applications · 5 min

Pelago Launches Unified Platform to Treat Substance Use, Mental Health and Behavioral Addiction Together
Products & Applications · 5 min

ABBYY repackages decades-old OCR engine as a self-hosted preprocessor for LLM pipelines
Products & Applications · 5 min
More Stories
© 2026 Cedar & Bloom. All rights reserved.