ACO and Stars Performance
Connecting Is the Easy Part. Responding Correctly Is the Obligation.
The Challenge
The exposure is in the answer, not the connection
Refusals decided per request, not per policy
Exceptions relied on but never established
Consent and sensitive data are genuinely unsolved
Identity is the practical ceiling
Without reliable matching across organizational boundaries, exchange returns nothing useful—or returns the wrong patient.
More data creating more work
Data received and never used
Our Approach
Start with how requests are actually handled today
Step 1
Inventory current exchange
Step 2
Map exchange scenarios to purpose
Step 3
Trace real requests
Step 4
Assess the response posture
Step 5
Establish written policy
Step 6
Assess identity capability
Step 7
Resolve consent and sensitive category handling
Step 8
Select frameworks and connectivity deliberately
Step 9
Build the inbound path seriously
Step 10
Operate and monitor
Capabilities
Technical capability and response posture, built together
Assess and Position
Exchange Inventory
Response Practice Assessment
Readiness and Gap Analysis
Framework and Network Selection
Connect and Exchange
Network Onboarding and Connectivity
Identity Resolution Across Boundaries
Inbound Ingestion, Reconciliation and Use
Outbound Response Fulfilment
Govern and Sustain
Policy and Decision Framework
Consent and Sensitive Category Handling
Monitoring and Evidence
Regulatory Change Watch
Where It Applies
Half of these are obligations. The other half are where the value is.
| Scenario | Direction | What determines whether it works |
|---|---|---|
| Treatment record retrieval | Inbound | Identity matching, and whether the retrieved record reaches the clinician in a usable form rather than as an unread attachment |
| Responding to a request for records | Outbound | Response time, consistency of the answer, and whether any refusal is documented with its basis |
| Patient access to their own information | Outbound | Timeliness, format, and not imposing conditions that function as obstacles |
| Transitions of care | Both | Whether the receiving clinician gets a usable summary rather than a document dump they will not read |
| Care coordination with external organizations | Both | Identity across boundaries and whether consent handling permits the exchange the care requires |
| Payer exchange obligations | Both | Trading partner variation, and connecting what arrives to the workflow that needs it |
| Population and quality analytics | Inbound | Whether external data can be reconciled to your population and trusted enough to include in a measure |
| Risk adjustment and care gap evidence | Inbound | External conditions and completed services that close a gap you were about to chase |
Retrieval Is Not Reconciliation.
The Landscape
Most organizations belong to several and have rationalized none
| Route | Typically used for | What to weigh |
|---|---|---|
| National exchange frameworks | Broad reach for treatment and other permitted purposes under a common agreement | Participation model, obligations that come with it, operating cost, and how it overlaps what you already have |
| Regional and state exchange | Local partners, public health connections and community care coordination | Coverage of the partners you actually exchange with, data quality, and long-term viability of the organization |
| EHR vendor networks | Exchange with organizations on the same or connected platforms, often with the lowest effort | Reach limited to the platform footprint, and whether it satisfies obligations beyond that boundary |
| Direct secure messaging | Point-to-point clinical correspondence and transitions of care | Simple and reliable, and it does not solve query-based retrieval |
| API-based exchange | Application access, patient access and increasingly partner exchange | Covered in depth on our FHIR and API Enablement page, and increasingly the route new obligations assume |
| Payer exchange arrangements | Coverage, clinical and administrative exchange with plans | Trading partner variation, and whether what arrives reaches an operational workflow |
Reconstruct the logic
Report the movement, not just the total
The Hard Part
Four problems that decide whether any of this works
Identity Sets the
Ceiling
- No shared index exists across organizational boundaries.
- A wrong match is worse than no match.
- Match rate is a programme metric and should be understood by partner and population.
Consent and Sensitive Categories
- Category-level protections, state variation and organizational policy do not align neatly.
- Segmentation should be designed, not avoided.
- Consent must be enforced at your boundary, and revocation has to take effect everywhere.
Data Quality Determines Whether Anyone Uses It
- Volume is not usefulness.
- External conditions, medications and allergies need reconciliation before use.
- Provenance should be carried through so origin and timing remain visible.
Information Blocking Readiness Is a Practice, Not a Position
- Establish the default answer in writing.
- Exceptions require their conditions to be met in advance.
- Every refusal should be recorded with reason, authority, date and basis.
- Consistency is most of the defence.
- Watch practical obstacles such as delay, unnecessary conditions, unusable formats and fees that function as barriers.
- Most friction is operational, not technical.
Readiness
Evidence of practice is the deliverable
Policy and decision rights
- A written response policy with stated default, defined categories and named decision authority.
- A documented reason requirement for any refusal, with the exception relied upon identified at the time.
- Legal, compliance and clinical leadership own interpretation; technology owns capability.
- A defined route for escalation or challenge and a record of how it was handled.
Monitoring and evidence
- Request volume, response time and outcome recorded per request.
- Refusal reasons categorized and trended.
- Identity match rate by partner and population.
- Inbound data use tracked so an unread repository is visible.
Security and
privacy
- Encryption, credential management and partner authentication appropriate to each arrangement.
- Minimum necessary applied to what is released, with sensitive category handling enforced at the boundary.
- Complete disclosure logging capable of answering who received which patient information, when and under what authority.
Ownership across seven functions
- Clinical/operational, integration, data, identity, privacy/compliance, security, and vendor/network management each have explicit ownership.
Outcomes
Measure the response, and measure what you received
| Category | What we measure | Why it matters |
|---|---|---|
| Response performance | Time to fulfil a request, share fulfilled, and consistency of outcome for similar requests. | The behaviour that is actually examined. |
| Refusal integrity | Refusals recorded with a documented basis, and refusal reasons trended by category. | Converts individual judgements into an evidenced practice. |
| Identity | Match rate by partner and population, and false match incidents. | Sets the ceiling on everything else, and a wrong match is the most serious failure available. |
| Inbound value | Duplicate tests avoided, manual retrieval reduced, record request burden reduced, and care gaps closed using external evidence. | The half of the programme that carries the operational return. |
| Usability | External information reaching the intended workflow in a usable form, and reconciliation burden created versus removed. | Availability without usability creates work rather than value. |
| Participation efficiency | Cost per arrangement against unique partner reach, and overlapping participation identified. | Whether estate discipline is being applied to exchange participation. |
Strengthen Your Interoperability Readiness
Start with the clinical workflow, not the ambient AI platform.
Bring us a specialty or clinical setting where clinicians are spending too much time creating notes. We will assess where ambient documentation fits, what must remain clinician controlled, how it should integrate with your EHR, and how to measure whether it is actually reducing burden.
- AI Agents and Workflow Automation
- Voice and Conversational AI
- Document AI and Intelligent Processing
- Generative AI and Enterprise Copilots
- AI Strategy and Governance
- HCC and Risk Adjustment Analytics
Security & Compliance
