Architectural comparison
One unified operating layer. Not another stack of point solutions.
Health systems are forced to stitch together a standalone AI scribe, a population health dashboard, a value-based care reporting tool and a legacy EMR. IASORA runs clinical documentation, risk stratification, multi-channel patient engagement and care execution on a single FHIR-native record.
A single FHIR-native patient record · closed-loop execution · no vendor fragmentation
Point solutions find problems. They do not run the work to done.
The fragmentation problem
Every tool you add is a join somebody has to make by hand.
Buying dedicated software for each isolated clinical task creates administrative noise. An AI scribe writes a note in a separate app. A population health platform flags an at-risk cohort on a dashboard nobody opens. A value-based care tool produces a quarterly report long after the care gap happened. The work of connecting those tools falls on your clinical staff, as copy-paste, double entry and lost context.
Both sides run the same five functions. The difference is where the integration work lives: in your staff's day, or in the record.
The financial reality
The compounding cost of a fragmented stack.
Each of these looks affordable on its own. The total compounds across subscriptions, integration maintenance and the administrative work of holding them together. The figures below are indicative market ranges for each category, not a quote from any one vendor.
$150 to $300 per provider, per month
Seat-based, so the bill scales with headcount rather than with value. Staff still re-key the note and the codes into the EMR afterwards.
$0.50 to $2.00 per member, per month
Charges you for growth. The bill rises with every attributed life, whatever the contract returned that year.
$50 to $100 per provider, per month, plus usage
Per-message charges on top of the seat fee, and a separate compliance review for every external channel you open.
$50,000 to $200,000 per vendor integration
Then annual API maintenance, a security review cycle per vendor, vendor management, and the middleware holding it together.
The consolidated alternative
Clinical documentation, risk stratification, omni-channel messaging and care execution run on one platform rather than four to six subscriptions. There is no per-member software fee, no charge to ingest your own data, and nothing held behind a per-feature gate. Enterprise deployments are scoped and priced with you.
Category alignment
Replacing fragmented point tools with a single closed loop.
Single-purpose software is good at its one tile. Running a health system takes the whole board. Here is what each category stops at, and where the same job carries on when it runs on one record.
Clinical documentation
Captures the audio and returns a text note in its own window. Staff still code the visit, pull out the care gaps and update the EMR by hand.
Scribe listens, drafts the specialty note, codes the clinical entities to ICD-10 and SNOMED, and files structured FHIR resources onto the chart itself.
Population health and risk
Ingests claims and returns static risk scores and registries sorted by acuity, leaving care managers with a list of the patients they can do least about.
Ranks the panel by preventable risk rather than acuity, names the care gaps that are actually open, and starts the outreach from the cohort view.
Multi-channel patient engagement
A separate inbox or call centre operating outside the medical record, with the compliance exposure that comes from patient conversations living somewhere else.
Outreach across WhatsApp, SMS and voice against an enforced response window. Replies attach to the chart, and a booking writes straight to the schedule.
System of record and EMR integration
A custom API connector per vendor, or a multi-year, multi-million rip-and-replace of the hospital information system.
An FHIR overlay that leaves your existing systems in place, or a full AI-native system of record for a new build. Same architecture either way.
Enterprise comparison
Evaluating the architectural differences.
| Standalone AI scribes | Population health and VBC dashboards | Legacy EMR and HIS | IASORA | |
|---|---|---|---|---|
| Core function | Ambient documentation | Risk scoring and reporting | Database and billing record | The full clinical and operational loop |
| Data continuity | An isolated note | Static claims ingestion | Fragmented module silos | One FHIR R4 patient record |
| Action execution | None, a text draft only | None, a flag on a screen | Manual staff tasks | AI agents that act, behind a human approval gate |
| Patient engagement | None | Limited, or a third-party add-on | A basic portal | Native voice AI, WhatsApp, SMS and forms |
| Deployment | A desktop or mobile app | A web dashboard over your data | Rip-and-replace | A non-disruptive FHIR overlay, or your full HIS and EMR |
| Governance and privacy | A third-party cloud API | A disconnected claims database | Vendor lock-in | In-region sovereign AI, on-premise tokenisation |
The platform advantage
Six agents on one patient record. Not six logins for your staff.
The advantage is not the model. Models converge, and before long everybody will have a capable one. The advantage is the closed operational loop running on a single interoperable record, and the governance around it.
Shared context
Because every module works from the same FHIR record, what the voice agent learns at reception reaches the scribe during the visit, and the note it files moves the risk score in Care Hub.
Clinician control
Agents handle the administrative drafting, the scheduling and the triage. Anything clinically consequential stays behind a human approval gate, and every agent action is logged.
Data sovereignty by design
On-premise tokenisation through the Data Privacy Gateway keeps PHI inside your jurisdiction, whether you deploy on cloud, private cloud or air-gapped on-premise.
Get started
Simplify your clinical software stack.
Book an architectural working session and we will map what you run today against a single FHIR-native operating layer, on your own systems.