Explainable AI for patient deterioration, inside your EPR.
MEMORI is clinical decision support: it flags rising infection risk hours to days earlier, shows why, and suggests the next best action. An adjunct to clinical judgement, in the system your teams already use.
CE Class IIb medical device¹
EU MDR
ISO 13485
ICO registered
Hospitals and EPRs choose Sanome
Clinical-grade AI, ready to deploy.
Regulated, explainable and built into the EPR, so teams can act on it from day one.
Explainable by design
Every alert shows the clinical drivers behind it.
Inside your EPR
Added via FHIR or HL7v2. No new logins.
Your data stays yours
Patient data never leaves the Trust’s EPR infrastructure.
Inside the EPR you already use.
No new system, hardware or login. MEMORI works on the data your teams already record, and puts its answer where they already look.
“
MEMORI is just like having an angel on your shoulder… it’s there as a guide, it’s there as a reminder, it’s there as a safety net.
Cameron Davey
Matron, Royal Hospital for Neuro-disability
How clinical teams use MEMORI.
From the first handover of the day to the moment a patient needs escalating.
Clinical, operational and financial value.
Earlier warning for patients, released capacity for the hospital, and a return you can model for your own beds.
CLINICAL
Earlier warning of deterioration
Mean lead time ahead of the standard early warning score (NEWS2), in live use.²
OPERATIONAL
Bed days released a year
Modelled for 614 monitored beds.³
FINANCIAL
A year released for elective recovery
Modelled for 614 monitored beds.³
Model the return for your hospital.
Scaled from Sanome, MEMORI HAI ROI Calculator, Internal analysis tool, October 2026: 614 monitored beds and 17.8h earlier detection give 1,559 bed days and £1.8m a year.
Proven in live clinical use.
Compared with NEWS2, the national early warning score used across NHS hospitals.
Photo: Mark Norman / BBC
BBC NEWS · 7 JULY 2026
Hospital first to use AI for spotting infections.
East Kent Hospitals became the first NHS trust to use MEMORI, at Kent and Canterbury Hospital, giving every patient an individual infection risk level from the data already in their record.
“
MEMORI helps nurses say out loud, could this be sepsis, far better than NEWS2 ever could. The knock-on effect is quicker recognition, quicker treatment.
Matron
Royal Hospital for Neuro-disability
The clinician makes the final decision.
MEMORI is clinical decision support, an adjunct to clinical judgement. It is a CE-marked Class IIb medical device¹ under EU MDR, built to ISO 13485, and available cloud-hosted or on-premise. ICO registered. Data protection by design and default. In the UK it is also MHRA registered and meets NHS DTAC, DSPT and DCB0129.
Data sovereignty and security
Patient data never leaves your EPR infrastructure. No third-party data processing without explicit agreement.
MLOps and Sentinel
Automated bias and drift detection. Retraining is periodic and controlled, never automatic, with PMCF reporting.
Explainable by design
Every alert shows its clinical drivers. 100% of surveyed clinicians used MEMORI as intended, as an adjunct to their judgement (n=41).⁴
“
This is just the beginning. MEMORI is there to predict hospital-acquired infections, but in the future we want to use this collaboration to do so much more.
Dr Mike Bedford
East Kent Hospitals University NHS Foundation Trust
Live in months, not years.
Added through a Change Control Notice with your EPR supplier, and validated on your own data before go-live.
Scope
Business case, co-designed outcomes, DSA and DPIA.
Integrate
Change Control Notice with your EPR supplier, EPR integration and clinical safety.
Validate
Contracting, staff training, and local model validation in silent mode.
Go live
Monitoring, support, and continuous evidence (PMS and PMCF).
Let’s talk.
Bringing MEMORI to your Trust? Tell us a little about your wards and a member of our team will be in touch.
FAQs
MEMORI is a CE-marked¹ clinical decision support tool. It flags emerging hospital-acquired infection risk inside the EPR, shows why, and suggests next steps from your own protocols.
How much earlier does MEMORI warn?
Does it replace NEWS2 or clinical judgement?
Does an alert mean starting antibiotics?
What if MEMORI flags a patient and the team decides no action is needed?
Will staff come to rely on AI?
How is this different from sepsis prompts already in our EPR?
Will it add workload or cause alert fatigue?
Is it regulated?
Who is it certified for?
What does the evidence show, and what doesn’t it show yet?
How does Sanome minimise AI bias?
How do you keep the platform secure?
Is MEMORI deployed on premise or in the cloud?
What EPRs can MEMORI integrate with?
Are there financial benefits for Trusts?
How does MEMORI support population health and health inequalities?
How can I learn more about MEMORI?
Can’t find what you need? Contact us and we’ll walk you through it.
1. Certified for detecting hospital-acquired infection risk in patients with neurological disability or injury, in neurological ward settings.
2. Sanome, MEMORI HAI monthly outcome analysis, September 2026. Data on file.
3. Sanome, MEMORI HAI ROI Calculator, Internal analysis tool, October 2026.
4. Sanome, MEMORI HAI PMS/PMCF Report, Month 6, August 2026. Data on file.