17 Jan
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24 January 2026

AI in the NHS Weekly Newsletter - Issue #33

This week's conversations oscillated between cautious optimism and structural critique, as the community celebrated a successful EHR migration whilst confronting uncomfortable realities about ICB workforce decimation and NHS digital governance. A practice's smooth transition from EMIS to Medicus on Saturday sparked lively debate about the duopoly's grip on primary care, whilst Wednesday's deep dive into ICB restructuring revealed clinical leads being cut from 112 to just 12 in one region. The publication of Anthropic's "soul document" prompted thoughtful discussion about how AI models should handle sensitive medical information, and Friday's LinkedIn Live on becoming a Clinical Safety Officer demonstrated the community's ongoing commitment to professionalising this emerging discipline. Throughout it all, the group welcomed a prominent open-source healthtech advocate, proving this community continues to attract those at the forefront of digital health innovation.

The Great Migration: EMIS to Medicus Success Story

Saturday afternoon brought exciting news as an innovation-focused GP announced their practice had successfully completed the switch from EMIS to Medicus, with data migration finishing before noon and total disruption limited to just 90 minutes the previous evening. The announcement sparked immediate interest and celebration—but also served as a stark contrast to others' experiences with the incumbent duopoly.

A practice manager who had "very sadly" switched from EMIS to TPP described a week of downtime, with the dispensary taking three months to recover from being unable to issue medications whilst turning over 13,000 items monthly. The contrast was illuminating: whilst modern cloud architecture can enable near-seamless transitions, the established players continue with processes that would be "career ending" in other industries.

"It feels like we've swapped one old banger for another old banger that is slightly less rusty" — Practice manager on EMIS to TPP migration

A federation lead with experience in capital funding decisions recalled watching a CSU reduce PC specifications from 8GB to 4GB RAM and from SSDs to hard drives purely to meet budget constraints—a short-term saving that would "swamp that cash price saving" in lost productivity over the machines' lifetimes. This penny-wise, pound-foolish approach exemplified the group's broader frustration with NHS procurement practices.

The conversation around Medicus continued throughout the week, with misinformation being firmly corrected. When questions arose about whether blood results were filed and coded properly in Medicus, multiple practices confirmed this was completely false—"Here we all sit merrily filing our coded blood results." A Medicus team member clarified that any confusion stemmed from a workaround for ICE's poor handling of request identifiers, not a platform limitation.

ICB Restructuring: "This Process Has Been Cruel"

Wednesday evening's conversation took a sombre turn as the community grappled with the scale of ICB workforce reductions. A GP committee representative shared stark numbers: in their ICB, clinical leads would be cut from 112 to just 12, serving over 300 practices plus three hospital trusts and two mental health trusts. Non-clinical ICB staff faced reductions from approximately 950 to 500.

The "magic number" driving these cuts? £19 per head of population—a target that was being applied across England with varying degrees of severity depending on existing headcounts.

An ICB digital team member made an important plea for kindness, noting that whilst speculation and concerns were natural, the process had been "long and sometimes felt cruel or dismissive." The message resonated, with a federation digital lead responding:

"I wanted to wait until daylight hours before replying to this. I feel intensely sorry for the ICB and NHSE folks going through all of this. I can see no way that this falls within any scope of ethical employment... There's a massive amount of institutional knowledge and expertise that is going to be lost in this."

The discussion raised genuine concerns about what happens when primary care digital support is reduced to skeleton staff or transferred to provider trusts who historically struggle to understand primary care needs. The uncertainty over where digital teams would ultimately sit—ICBs, neighbourhoods, or provider organisations—added to the anxiety.

Yellow Cards and Red Tape: Reporting AI Incidents

A consultant shared their frustrating experience attempting to file a Yellow Card report for an AI scribe hallucination, describing the MHRA process as "a nightmare" with optional fields that were actually mandatory, no terms available to describe hallucinations, repeated questions, and questions where only positive answers were permitted.

This prompted knowing nods across the community. One member joked they would design the system exactly this way "if I worked at MHRA"—pointing to the perverse incentive structures that can discourage incident reporting. The parallel was drawn to teleradiology companies releasing overly complex Trust notification forms, perhaps "to discourage people flagging errors to them."

A clinical safety specialist highlighted the broader issue of NHS organisations making self-regulation and self-assessment unworkable through such friction. As one member noted, "All the mantra of 'no blame culture' and yet we twist ourselves into knots to duck accountability."

The Scotland-based contingent learned that Yellow Card submissions north of the border go to an entirely different system—NHS National Services Scotland rather than MHRA—adding another layer of fragmentation to the incident reporting landscape.

The AI Economics Debate: Who Pays When the VC Dries Up?

The announcement that OpenAI was considering advertising to boost revenue prompted extensive discussion about AI sustainability and healthcare implications. A healthtech founder compared it to WeWork's trajectory, whilst a federation lead questioned how any previous tech innovation—from email to search engines—had required CEOs "begging people to use them or they'd die."

The conversation expanded into broader questions about NHS AI adoption economics. With compute costs still substantial and no revenue generation mechanism for efficiency gains, "saving money" through AI inevitably means "cutting it from somewhere else"—typically staff.

"The NHS isn't a provider that makes money through efficiency... That means 'saving money' or 'cash releasing' will only happen, in the majority of scenarios, when people are sacked."

A consultant countered that productivity increases could theoretically address unmet need without redundancies if achieved through natural attrition rather than active cuts. But the community remained sceptical, with one member noting the "blasé comments about 'cash releasing' as a euphemism for redundancy by AI/AVT deployment" had been nauseating throughout 2025.

The discussion touched on Waymo versus Uber economics—autonomous technology that's actually more expensive than the human alternative—as a cautionary tale for healthcare AI adoption.

Anthropic's "Soul Document" and Medical AI Ethics

A digital health specialist's deep dive into Anthropic's newly published constitution sparked thoughtful discussion about how AI models should handle medical information. The document's emphasis on context-sensitive judgment over rigid refusal was noted approvingly—particularly the "brilliant friend" model of providing substantive help whilst respecting professional context.

One passage particularly resonated: Claude's guidance to "gently get a sense of what information they want" rather than proactively sharing grim statistics about medical diagnoses. As the specialist noted, this echoed the ICE (Ideas, Concerns, Expectations) approach taught in medical communication.

This prompted wider reflection on whether healthcare AI needed its own "constitution"—a guiding document drawing on centuries of accumulated wisdom about the ideal physician persona. The challenge? Ensuring such values weren't "averaged out" through standard training processes but remained central to the model's behaviour.

The discussion also touched on duty of care for AI systems handling psychologically challenging content, drawing parallels with the support required for staff working in CSAM and safeguarding roles.

EHR Interoperability: The Perennial Challenge

Thursday saw spirited debate about why NHS organisations can't get IT vendors to prioritise their needs. An ICB digital lead described trying to optimise discharge summaries across their patch, only for trusts to simply "stop turning up to meetings." Regular lobbying of EMIS about performance and interoperability issues produced "pretty limited changes."

A federation digital lead argued the NHS had the purchasing power to force change but refused to exercise it, recalling a £1bn law firm that got Microsoft to restructure their entire Azure contract to meet their needs. The NHS, vastly larger, "refuses to flex that muscle."

The vendors, meanwhile, know there's "a perfunctory local small growl, definitely no teeth let alone bite"—so they have no commercial incentive for meaningful R&D beyond "lipstick on pig GUI changes."

The legacy technology discussion produced some eye-watering examples: trusts still requiring Internet Explorer for ICE, blood bank fridges running Windows XP, and somewhere out there, a trust that "can't turn off" its last operational fax machine because it still relies on it. The question of who exactly they're faxing—and who's faxing them—went unanswered.

AI Receptionists: EMMA, Jackie, and the Practice Frontier

Questions about AI receptionist solutions prompted sharing of real-world implementation experiences. A practice that had been live with EMMA for six weeks reported "lots to learn and adapt," emphasising the need for sufficient clinical sessions per 1,000 patients for safety and workflow optimisation.

Another practice highlighted their experience with Auxilis.ai and Jackie, praising their responsiveness and having "guardrails, safety and clinical design built in from day 1." The key differentiator for them was supporting existing workflows without forcing patients into online forms—particularly important for practices transitioning from SystmConnect to Medicus.

The broader point emerged that any AI receptionist implementation requires comprehensive process review, "really reimagining the patient journey" rather than simply bolting technology onto existing workflows.

Clinical Safety Goes Mainstream

Friday's LinkedIn Live session on becoming a Clinical Safety Officer, hosted alongside a prominent CSO trainer, demonstrated the community's commitment to professionalising this emerging discipline. The live recording, featuring group members and drawing questions from the wider community, explored the practical realities of CSO training and certification.

The session reinforced the growing recognition that DCB0129/0160 compliance and clinical risk management are essential—not optional—skills for anyone deploying health technology. As one member noted when discussing HSJ's article on "AI risks that NHS boards are missing," the solution already exists: "We already have a legal standard... It's called DCB and Clinical Risk Management is what it brings. All they have to do is apply it."

The challenge, as always, is enforcement. Self-regulation and self-assessment have "never worked in this space"—someone needs to check whether standards are actually being followed.

Lighter Moments

The Vibe Coder Strikes Again: Whilst the group debated serious matters, a digital health specialist casually mentioned vibe-coding an acceptable version of "Aztec Challenge" in about the same time it would have taken to load the original C64 game from tape. Peak nostalgia meets modern AI tooling.

Pocket Posting: A GP confused the group by apparently posting a GIF whilst using their phone as a torch to get into the house in the dark. "Umm I don't remember posting that" indeed.

The Fax Number: When asked for the remaining NHS fax number, one member helpfully provided "07 67 67 67 67" with the cryptic note "IYKYK." Those who know, know. Those who don't are probably too young to remember IT Crowd.

Anthropic Superfan Status: When the digital health specialist shared yet another appreciation of Claude's capabilities, a junior doctor teased: "Is UK's no. 1 Anthropic fan—tell us how much the commission is." The reply? "Despite my very very best efforts and cringe inducing messages, not made a connection yet."

The Mac Partisan: Following excitement about Claude in Excel, an innovation-focused GP declared themselves "THE mac only GUY" and suggested using Anthropic contacts to "ask to NEVER release it for Windows."

Quote Wall

"The ease of subscribing to something should be matched by the ease of cancelling it." — Clinical safety expert on universal UX truths

"Better having to restrain wild horses than raise the dead." — Federation lead on preferring busy WhatsApp groups to silent ones

"Coming from a non-NHS background of delivering change, an outage like this would be shameful and likely career ending for the project team." — Former private sector analyst on NHS IT standards

"£1bn is surely a bargain for a Sharepoint knock-off with a glorified Excel back end." — Federation lead on the Federated Data Platform

"Buying collaboration software and then siloing it seems counter intuitive." — ICB digital team member on NHS Teams restrictions

"They learnt from CAMHS Referral Forms." — Innovation-focused GP on MHRA's Byzantine reporting system

"Don't just change the car, also review how you drive." — Consultant on EHR migrations requiring workflow reassessment

Journal Watch

Academic Papers & Research

LLMs in Clinical Practice: Safety and Comparative Efficacy Nature Medicine publication examining AI clinical decision support. nature.com/articles/s41591-025-04176-7

Medication Prescription Safety Paper (arXiv) Research examining AI medication errors. arxiv.org/abs/2512.21127

AI and Young Doctors' Critical Thinking Medscape analysis outlining risks of AI overuse by medical students. Medscape

Policy & Guidance Documents

Ireland HIQA AI Guidance Consultation Draft national guidance for responsible AI use in health and social care. hiqa.ie

HSSIB EPR Investigations Two new investigations examining electronic referral delays and EPR loss of functionality incidents.

HSJ: AI Risks NHS Boards Are Missing Comment piece on governance gaps in AI oversight at board level. HSJ

Industry News & Analysis

PwC CEO Survey on AI The Register's analysis of executive attitudes toward AI investment. The Register

FDP Limitations HSJ report on national system challenges with the Federated Data Platform. HSJ

Eolas Medical £12m Funding Belfast AI healthtech company secures significant investment round. Silicon Republic

Anthropic Constitution The complete "soul document" describing Claude's guiding principles. Anthropic

Events & Resources

Portfolio Career Workshop 3 "From Wardround to Boardroom" all-day masterclass. smrhealthtech.co.uk/workshop

CSO Training LinkedIn Live Recording of "So You Want to Be a CSO?" session. LinkedIn

EMJ Innovations Issue Latest edition referencing this community. EMJ Reviews

Looking Ahead

GP Contract Uncertainty: With the new contract supposedly arriving in just 11 weeks and GPCE members reporting "very little update," the tension between practice financial sustainability and digital transformation ambitions will only intensify.

ICB Digital Team Transitions: The coming months will reveal how primary care IT support functions when skeleton staff attempt to serve hundreds of practices. Watch for early indicators of service degradation.

AI Receptionist Adoption: With multiple practices now live with various solutions, expect growing pressure for comparative evaluation and best practice guidance.

Regulatory Clarity: Ireland's AI guidance consultation may provide a template for UK frameworks. The HSSIB EPR investigations could also drive renewed focus on digital safety governance.

New Member Contributions: The addition of a prominent open-source healthtech advocate suggests interesting perspectives ahead on NHS digital infrastructure debates.

Group Personality Snapshot

Week 33 showed this community at its characteristic best: willing to celebrate innovation whilst unflinchingly honest about structural challenges. The contrast between joyful migration success stories and sober acknowledgment of workforce decimation captured something essential about NHS digital health—the simultaneous existence of extraordinary potential and institutional dysfunction.