Clinical AI Governance — EU AI Act · AI for Care

Clinical AI
Governance, Built
for the EU AI Act

From August 2026, every hospital, clinic and GP practice using AI is a deployer under the EU AI Act — with legal duties for oversight, staff training and documentation. GovernedAI turns those obligations into working, auditable clinical protocols.

Aug ’26
High-risk AI duties
apply in full
26%
of hospitals
feel ready
2025
AI literacy mandatory
since February
Deployer Duties — EU AI Act Aug 2026 approaching
🫀
AI Literacy Training — Art. 4
All staff using AI · mandatory since Feb 2025
IN FORCE
🫁
Human Oversight — Art. 26
Named, trained oversight roles per AI system
AUG 2026
🧠
Rights Impact Assessment — Art. 27
Before first use of high-risk AI · public bodies
AUG 2026
🔬
AI Inventory & National Registry
Every tool in use, incl. informal · AI for Care
START NOW
Readiness Self-Assessment — Illustrative
8 evidence areas · scored in one 45-minute session
The Governance Crisis

Your Clinicians Already Use AI.
The Law Assumes You Govern It

The EU AI Act is unambiguous: if your organisation uses AI — even informally — you are a deployer, and the duties are yours. The liability has shifted from the individual clinician to the organisation.

⚠️
01

Ungoverned Use Is Deployer Liability

A clinician pasting patient information into a public AI tool means your organisation is processing special category data (GDPR Art. 9) with no lawful basis, no DPIA, and no audit trail. Intent is not a defence.

📉
02

Silent Model Drift

AI vendors update models without warning. A prompt that performed reliably in January may behave differently by June. The AI Act expects deployers to monitor operation — and you cannot monitor what you never validated.

🔓
03

Training Is Already Mandatory

Article 4 has required AI literacy training for staff using AI since February 2025. Most healthcare organisations hold no training records — and it is the first thing an authority will ask to see.

The Governed AI Protocol

Five Stages from Prompt
to Clinical Protocol

A prompt is not a protocol. Every entry in our governed library has passed a five-stage validation framework before it is approved for institutional use.

1
Scoping & Clinical Context Definition
Every protocol is precisely scoped by clinical setting, documentation type, user population, and EHR context. A discharge summary for a cardiology attending is not validated for a paediatric resident.
CLINICAL
2
Prompt Engineering & Technical Review
Tested across 25+ representative inputs including 5 adversarial edge cases. Output structure, hallucination resistance, and clinical register are all validated before advancement.
TECHNICAL
3
Golden Set Variance Validation
AI outputs are benchmarked against an expert-verified reference set before approval — and re-checked on every model update. A breach of the variance threshold means automatic suspension and recalibration.
MATHEMATICAL
4
Triad Review (Clinical · Technical · Data Protection)
Three review lenses — clinical, technical, and data protection — must each sign off before deployment. A single objection returns the protocol to recalibration. The record feeds your DPIA under GDPR Art. 35.
GOVERNANCE
5
Deployment, Monitoring & Version Control
Live protocols are re-validated on every model update. Version history is immutable. Every protocol generates a full audit trail: prompt version, model version, reviewer identities, and timestamps.
AUDIT
Ireland & the EU Clock

Aligned With Ireland’s
AI for Care Strategy

Fundamental rights impact assessments. A National AI Registry. Clinical risk review before deployment. Ireland’s national strategy has made governance the price of admission.

The HSE Implementation Framework and HIQA’s national guidance are still being written. Organisations that build the evidence trail now will meet them by default — not by scramble. And the EU-law layer already applies to every healthcare organisation, public or private.

Compliance Timeline Updated Jul 2026
Feb 2025 — AI Literacy (Art. 4)
Mandatory training for all staff using AI
IN FORCE
Aug 2026 — Deployer Duties (Art. 26/27)
Oversight, logging, FRIAs for high-risk AI
WEEKS AWAY
Aug 2027 — Medical Device AI
Transition ends for MDR-regulated AI systems
UPCOMING
HIQA & HSE Guidance
National guidance & Implementation Framework
IN DEVELOPMENT
Governed AI Protocol
GovernedAI
.io
EU AI Act · GDPR · AI for Care
The Evidence File

The Evidence File Your
Board Can Defend

Every governed protocol generates a version-controlled evidence trail — usable in governance reports, board packs and regulator conversations, mapped to the EU AI Act, GDPR and Ireland’s AI for Care requirements. Not a badge. Documentation that stands up to questioning.

Work With GovernedAI

Two Ways to Get
Ready Before August

Start with the training your organisation already legally owes its staff — or take the full readiness kit. Early Irish organisations receive founding pricing in exchange for a named reference.

Article 4 AI Literacy Training MANDATORY DUTY
€1,250
Per organisation · Half-day session
  • Half-day session for clinical & administrative staff
  • 15-question assessment per attendee
  • Completion records for your compliance file
  • One-page safe-use guide for every attendee
  • Closes your Article 4 duty in one day
Start with a Free Audit →
Free · 45 minutes · Written report

Free Governance
Audit

A structured 45-minute session that maps your AI exposure across GDPR special category data risks, Article 4 training gaps, human-oversight blind spots and model drift. You receive a written report. No obligation.

Start with our 12-question self-assessment — 3 minutes, instant results — then request your full written audit session.

For managers, DPOs and compliance leads at healthcare organisations. Response within 48 hours.

Free governance resource

Stay ahead of
clinical AI governance

Practical guidance on the EU AI Act, GDPR and HIQA / HSE developments — for the people running Irish and European healthcare organisations.

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