Healthcare AI
Clinical-grade AI from research bench to ward.
Yobitel builds and deploys AI inside hospitals, payors, and life-sciences groups — clinical decision support, imaging triage, EHR-native retrieval, drug-interaction safety. HIPAA-eligible, FHIR-native, and sovereign-deployable into your NHS, NHS Trust, or HIPAA-aligned environment.
−60%
Clinical review time
+95%
Drug-interaction catch rate
FHIR R4
Native interop
HIPAA-eligible
Sovereign deploy
What's hard
The realities of healthcare AI.
Honest about the constraints. AI in this sector isn't a wrapper on a hosted LLM. It has to land inside your boundary, respect your regulators, and earn the trust of the people on the front line.
PHI cannot leave the trust boundary
Hosted SaaS LLMs are a non-starter for special-category data under GDPR and protected health information under HIPAA. Inference has to run inside the customer environment, with auditable boundaries.
Hallucination is patient harm
An invented dosage, a fabricated study, a missed drug-drug interaction — each is a clinical incident. Models need grounded retrieval, citation, and a clear refusal mode when evidence is thin.
EHR data is messy and proprietary
Epic, Cerner, Allscripts, and EMIS each have their own flavour of HL7/FHIR. Free-text notes, scanned PDFs, DICOM headers, and SNOMED-coded problems all need to flow into the same reasoning layer.
Regulatory clock is real
FDA SaMD, MDR in the EU, and MHRA in the UK each define when an AI tool becomes a regulated medical device. Architecture has to support post-market surveillance, change-control, and bias monitoring from day one.
Where AI moves the needle
Six use cases customers ship today.
These aren't demos. Each pattern is in production for at least one customer in this sector. Click through to the underlying Yobitel app, or have us build the custom variant.
Clinical decision support
Bedside Q&A grounded in the patient's chart plus current guidelines (NICE, UpToDate, ACP). Citation-first; refuses outside evidence.
Radiology triage & priors
Worklist re-ranking for suspected stroke, PE, intracranial haemorrhage. Auto-surfaces prior studies and quantifies change vs. baseline.
Drug-drug interaction guardrail
Real-time check on every order entered — DDI, dose-by-weight, renal/hepatic adjustment, allergy cross-checks against the formulary.
EHR-native RAG (Epic / Cerner via FHIR)
Retrieval over patient longitudinal record — encounters, labs, meds, imaging — with row-level access control mirroring the source EHR.
Clinical trial matching
Match patients to active trials using inclusion / exclusion logic over structured criteria plus free-text notes; surfaces consented sites.
Ambient documentation
Multilingual scribe — turns the consultation into a structured SOAP note, problem list, and orders, ready for clinician sign-off.
Featured apps
The Yobitel apps powering Healthcare.
Pre-built, vertical-tuned, observable, and one-click-deployable on the Yobibyte platform. Each link is a deeper drill-in.
MediQuery
Production medical-AI RAG — clinical decision support, imaging analysis, DDI checks. HIPAA-eligible, FHIR-native.
Agentic RAG
Multi-agent retrieval over guidelines, formularies, and the patient chart. Tool-use for the EHR, calculators, and order sets.
LLM Fine-Tuning
Bring your trust's notes, your specialty corpus, your guideline appendices. LoRA / QLoRA / RLHF on managed GPU.
Custom AI Build
Embedded engineers, eight weeks POC-to-production, owned IP — for a specialty workflow no off-the-shelf product covers.
Regulators & frameworks
Built for the audit, not after it.
Compliance isn't a wrapper on top. It's embedded in how we deploy, train, monitor, and prove decisions for healthcare customers.
HIPAA & HITECH
BAAs available. PHI segregated at the tenant, key, and storage layer. Audit logs to CloudTrail / SIEM, plus six-year retention defaults.
HITRUST CSF (via partner)
Map controls to HITRUST domains for payor and large-IDN procurement. Certification-ready evidence pack and pen-test cadence.
FDA SaMD & GMLP
Change-control documentation, predetermined change-control plan (PCCP), bias auditing, and post-market surveillance hooks.
EU MDR (medical-device regulation)
Risk classification, clinical evaluation, technical file. Compatible with notified body audit for class IIa / IIb AI tools.
MHRA & NHS DTAC (UK)
Digital Technology Assessment Criteria mapping, NHS Login, NHS England Information Standards, DSPT alignment.
GDPR (Article 9 special-category)
DPIA templates, lawful-basis analysis, in-region UK/EU residency, customer-managed keys, right-to-erasure tooling.
How we deploy
The Healthcare deployment pattern.
The shape of every successful healthcare engagement, refined across years of customer rollouts and grounded in the operational reality of the sector.
- 01
Land in your trust boundary
Single-tenant in your VPC, your NHS environment, or air-gapped. Keys in your KMS / HSM. Inference never leaves the boundary.
- 02
Connect EHR via FHIR
Epic, Cerner, Allscripts, EMIS — read via FHIR R4 + HL7v2 bridge. Row-level ACL mirrors the source. No bulk data copy.
- 03
Ground every answer
Hybrid retrieval over the chart plus your formulary, NICE guidelines, and internal SOPs. Citations rendered with provenance.
- 04
Gate with clinician-in-the-loop
Refusal mode when evidence is thin. Required sign-off for orders. Full audit trail for every suggestion accepted or rejected.
- 05
Observe, surveil, improve
Post-market drift monitoring, bias dashboards by demographic, hallucination detectors. Auto-rollback on quality regression.
Outcomes, measured
The numbers customers put on the slide.
Quantified outcomes from production deployments. Each tied to a real customer, even when the logo is held back at their request.
−60%
Clinical review time
Tertiary cardiology service
+95%
Drug-interaction catch rate
Acute Trust pharmacy
−42%
Radiology turnaround
Imaging chain (multi-site)
4×
Trial recruitment velocity
Academic medical centre
Customer story
UK tertiary cardiology service
Cut consultant chart review from 12 minutes to under 5, with citation-grounded outputs and zero PHI leaving the trust.
“Yobitel's grounding discipline is what got this past our Caldicott Guardian. The model refuses to answer when the chart doesn't support it — that's what we needed.”
What we delivered
−60%
Clinical review time
+95%
Drug-interaction catch rate
−42%
Radiology turnaround
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ExploreReady to ship AI in healthcare?
Book a working session with Yobitel engineers who've done it before in your sector. Walk away with a concrete deployment plan and an eight-week pilot scope.