Reduce preventable operational gaps.
Identify the unresolved steps after discharge that could contribute to delays, repeat contacts, or unnecessary utilization.
FOR ACO LEADERS, HEALTH SYSTEMS & CARE OPERATIONS
A care plan isn’t complete until the next step happens.
ELLA is Marqi Medical’s AI-powered workflow execution copilot for approved care follow-through. It makes stalled next steps visible, keeps ownership clear, and supports verification of what actually happened.
Product vision · Synthetic examples · No live execution
ELLA / Execution Lifecycle & Longitudinal Accountability
Designed for hospital leadership and the teams running care operations
Clear ownership
Bounded actions
Verified completion
ELLA / FOUNDER-NARRATED OVERVIEW
See ELLA in action in under two minutes.
Watch an ACO care coordinator work through a stalled specialist referral, with a clear owner, human review, and evidence that the follow-up actually happened.
WHY IT MATTERS
The gap isn't the care plan. It's what happens afterward.
- Unfinished next steps consume capacity.Coordinators chase records, confirmations, and scheduling answers.
- Teams need accountable execution.An owner, permission boundary, and escalation route keep stalled work visible.
- Proof matters more than status.Verification asks whether the intended outcome happened—not just whether a task was marked sent.
Film is illustrative. Workflow examples shown on this page are synthetic and do not imply a clinical outcome or live EHR integration.
FOR ACO AND HEALTH SYSTEM BUYERS
Follow-through is an operating priority, not another dashboard.
Marqi connects clinical intelligence and governed execution. The goal is to make the cost of incomplete handoffs measurable—and decide whether one bounded workflow is worth implementing.
Connect actions to accountable-care priorities.
Examine how post-discharge execution may support ACO cost management and quality goals. MSSP shared savings and hospital HRRP penalties are separate CMS programs.
Measure what actually gets completed.
Define the responsible owner, the required proof, exceptions, time spent, and the verified outcome before making return-on-investment claims.
For program economics and buyer-specific priorities, see Marqi for ACOs → No savings, readmission reduction, or CMS performance result is guaranteed.
TRY THE PRODUCT VISION
Watch the work move.
Watch the work move.
See where people step in.
Two guided simulations. Every external response and action below is fictional; nothing is sent to patients, providers, or systems.
1Define the outcome
2Recover prerequisite
3Coordinate visit
4Verify completion
E-104 / STEP 1 OF 4
A referral is waiting.
Open · outcome unverifiedHuman action · simulated authorization
In this synthetic scenario, a coordinator approves a bounded referral-follow-up task, assigns an owner, and identifies the evidence required to confirm a completed specialist visit.
Completion rule: attendance must be verified. Scheduling alone does not close the case.
Interactive controls load when scripting is available. This initial state remains readable without scripting.
Explore a failure as well as a success. A scheduled appointment never becomes a completed visit on its own.
START WITH ONE BOTTLENECKDifferent workflows.
Different workflows.
The same follow-through.
Two workflows you can explore today. Four concepts to scope with your team. Each starts with a clear definition of done.
Specialist follow-up
The referral is sent, but the visit hasn’t happened.
Completion meansAttendance verified
Post-discharge follow-through
The patient is home. The agreed next steps still need an owner.
Completion meansEach agreed task verified
Home health start of care
An accepted referral is not evidence that care has started.
Completion meansFirst home visit confirmed
Medication access
An authorization exists. The medication is still out of reach.
Completion meansMedication acquisition verified
Tests & prerequisite recovery
A missing test or document holds up the next step.
Completion meansRequired evidence available for review
Facility & payer follow-up
Your case manager is making the same status call again.
Completion meansAgreed administrative milestone verified
YOUR WORKFLOW. YOUR BOUNDARIES.
You choose how much
You choose how much
ELLA can do.
A proposed autonomy model, configured per action and workflow. Higher levels require the right permissions, tested controls, and approved connections.
GOVERNED AUTONOMYMore follow-through.
More follow-through.
Never less control.
Set the boundary for each action.
Select a level to see what ELLA can do—and where a person takes over.
Clinical decisions always stay with clinicians.Illustrative model · Not a live permission setting
ELLA COORDINATES
The follow-through.
Prepare approved requests, track missing prerequisites, and surface exceptions against the agreed deadline.
Within a defined execution agreementPEOPLE DECIDE
The judgment calls.
Your team authorizes actions, resolves clinical concerns, and reviews the evidence needed to close the loop.
Clinical decisions stay with cliniciansConnect in the way your team approves.
We scope the delivery method with you. API integration, secure messages, supervised portal interaction, or staff-assisted execution may fit different steps.
API
Secure messaging
Voice / fax
Approved portal interaction
Human-assisted
These are implementation options; live integrations are not included in this demo. Counterparties do not need to adopt an ELLA portal.
Start with a defined security boundary.
Before using patient data, agree the data scope, access controls, vendor requirements, approval rules, and evidence of completion.
Marqi does not currently have a SOC 2 report. Security readiness and customer requirements are evaluated during scoping; this preview uses synthetic data only.
AN OPERATING VIEW FOR YOUR TEAM
Start with what needs you.
An independent snapshot of three synthetic cases, not a live feed from the demos. Filter the queue and open a case to see its next action and decision boundary.
Today’s execution queue
3 illustrative cases · Synthetic
2Need a person
1Moving within authority
0Verified complete
| Case / workflow | Current blocker | Next action | Owner / target |
|---|
PRACTICAL QUESTIONS
How ELLA fits into care transitions
Concise answers for ACO executives, population health leaders, care coordinators, and EHR stakeholders.
What is ELLA?
ELLA (Execution Lifecycle & Longitudinal Accountability) is Marqi Medical's AI-powered workflow execution copilot for approved healthcare follow-through. It is designed to make the next step, accountable owner, exception, and verification evidence visible after a care handoff.
How could ELLA help accountable care organizations?
ACOs can use a bounded follow-through workflow to investigate avoidable care-transition gaps, coordinator workload, and potentially preventable utilization. These operating improvements may support broader Medicare Shared Savings Program cost and quality objectives; Marqi does not guarantee shared savings, quality scores, or readmission reductions.
What is the difference between a referral sent and verified resolution?
Sending a referral or booking an appointment establishes a milestone, not proof the patient attended. A verified specialist-referral outcome requires supporting evidence appropriate to the agreed completion rule, reviewed by the authorized person or approved process.
Does ELLA replace care coordinators or make clinical decisions?
No. Clinical judgment and approval boundaries remain with authorized staff. ELLA is designed to coordinate permitted administrative tasks, surface blockers, and request review when a case exceeds its authority.
Can ELLA integrate with Epic or other EHR systems?
Potential integration depends on the customer's EHR capabilities, access permissions, available APIs, security requirements, and workflow. Marqi scopes those requirements with each buyer; the website's interactive demonstration uses synthetic data and is not a live Epic connection.
TURN A RECURRING BOTTLENECK INTO A CLEAR NEXT STEP
Bring us one workflow
Bring us one workflow
that keeps getting stuck.
We’ll map the handoffs with your operational lead, agree what done looks like, and identify a focused implementation worth evaluating.
One conversation. A clearer starting point.
Leave with a defined starting point.
- One workflow and a measurable outcome.
- Proposed automation boundaries and human ownership.
- Security and integration requirements to assess.
- A clear decision on whether to scope a paid engagement.
Review preview: scheduling will be enabled once Marqi’s booking URL is connected. No appointment is booked here.
Prepare a workflow brief first →Want to prepare first? Create an optional workflow brief
OPTIONAL / PREPARE FOR THE CONVERSATION
Bring a clearer brief.
Capture the bottleneck and your definition of success. Download a discussion draft to bring to your workflow review—no signup or submission required.
Create a discussion brief below and download it to bring to a Marqi conversation. The brief is generated only in your browser; entries are not sent or stored externally. Use fictional examples only and exclude patient information.
Saved to your device only. Share it with your Marqi contact.