Manifesto AI

Pre-Procedure Intelligence Layer for the EHR

We don't replace Epic. We read it — and generate the synthesis that currently lives in sticky notes and the surgeon's head.

SoPE Hackathon • UC San Diego • 2026

The Problem: Information Exists. Synthesis Doesn't.

Everything is documented — but nobody connects the dots across 15+ Epic screens.

15+

Epic screens a nurse must review to prep a surgical patient

20 min

Average time a pre-op coordinator spends per patient piecing together the plan

22%

of surgical delays caused by incomplete pre-op preparation (AORN 2023)

The data is all there. The patient's Plavix is in the MAR. The stent is in the Problem List. The biopsy is in the procedure order. But nobody connects those three facts into "hemostatic clips need to be in the room" until someone manually thinks about it.

— This is what Gawande calls an "error of inaptitude" — not a knowledge gap, but a synthesis gap.

Epic is a Data Warehouse. We're the Intelligence Layer.

We don't compete with the EHR — we complete it.

Task What Epic Does What We Add
Drug alerts Fires individual BPA pop-ups (alert fatigue — 90%+ override rate) Connects medication + procedure + history → specific action with context
Pre-op prep Stores orders as a list. Coordinator manually interprets. Generates role-specific task lists: what YOU need to do, and why
Protocol deviations Doesn't flag when a patient DOESN'T fit standard protocol Explicitly states: "Standard protocol won't work because..."
Readiness tracking Each item (labs, consent, escort) is in a different module Single view: is this patient actually ready? What's still pending?
Role-based views Same chart view for everyone. Nurse sees surgeon's notes. Anesthesia sees anesthesia concerns. Nurse sees nursing tasks. No noise.

How It Works

Launches inside Epic as a SMART on FHIR app. Zero new data entry. Zero documentation burden.

1. Read

  • MedicationRequest
  • AllergyIntolerance
  • Condition (Problem List)
  • Observation (Labs/Vitals)
  • ServiceRequest (Scheduled procedure)
  • DocumentReference (Notes)

2. Cross-Reference

  • Meds × Procedure type → hold/bridge plan
  • Allergies × Standard protocols → substitutions
  • History × Surgery risk → prophylaxis changes
  • Labs × Timing → readiness confirmation

3. Generate

  • Protocol deviations (what's different for THIS patient)
  • Role-specific action lists
  • Day-of readiness tracker
  • Time-out script with patient-specific callouts

Real Example: What Gets Caught

Patient: Margaret Thompson, 70F, scheduled for Total Knee Arthroplasty

What lives in separate Epic screens: MAR: Warfarin 5mg daily (for AFib) • Problem List: History of DVT (2019), Latex allergy, Type 2 DM on insulin • Allergy List: Sulfonamide → Anaphylaxis • Labs: INR 2.3, HbA1c 7.8%

What our system synthesizes (that nobody else assembles automatically):

⚠️ CANNOT use standard antibiotic (cefazolin)

Source: Sulfa allergy + Surgical prophylaxis protocol

Action: Vancomycin 1g IV instead

Why: Cephalosporin cross-reactivity risk with sulfa anaphylaxis

⚠️ Extended VTE prophylaxis required (4 weeks, not 2)

Source: DVT history + Major joint surgery

Action: Enoxaparin extended protocol

Why: Recurrence risk 3x higher with standard duration

⚠️ Latex-free protocol for entire OR

Source: Allergy list + OR setup

Action: Latex-free cart, all supplies verified

Why: Contact dermatitis → potential intra-op reaction

ℹ️ Insulin dose adjustment perioperatively

Source: MAR (Lantus 22u) + Endocrine consult

Action: Half dose night before, hold morning of

Why: Prevent perioperative hypoglycemia

None of these are individually hidden. But assembling them requires reading 5 different modules and holding all the connections in your head — for every patient, every day. That's where things get dropped.

Integration Strategy: Work WITH the EHR, Not Against It

Read-only intelligence layer that lives inside the existing workflow.

What We DON'T Do

  • ❌ Replace any Epic functionality
  • ❌ Create new documentation
  • ❌ Require new data entry
  • ❌ Store PHI outside the EHR
  • ❌ Modify the clinical record
  • ❌ Make clinical decisions

What We DO

  • ✅ Launch as SMART on FHIR sidebar app
  • ✅ Read existing data (read-only access)
  • ✅ Generate actionable synthesis in real-time
  • ✅ Present role-specific views
  • ✅ Track readiness across modules
  • ✅ Integrate with Epic's existing workflow
  Technical Integration Path:

  1. Register as SMART on FHIR app (Epic App Orchard)
  2. OAuth2 authorization - clinician launches from patient chart
  3. Read FHIR resources (Patient, Condition, MedicationRequest,
     AllergyIntolerance, Observation, ServiceRequest)
  4. Cross-reference against procedure protocols
  5. Display synthesis in sidebar - clinician stays in Epic

  Data Flow:

  Epic Hyperspace --> FHIR Server (Interconnect) --> Manifesto AI Engine
                                                          |
                                                    SMART App (in-browser)
                                                          |
                                                  External APIs (OpenFDA, RxNorm)
            

Impact & Market

The synthesis gap costs hospitals billions — and exists at every Epic site.

$37B

Annual cost of surgical delays and cancellations in the US (Bain & Co, 2022)

3-5%

Day-of cancellation rate for elective surgeries — most due to prep failures

86%

of hospitals use Epic — and all have this synthesis gap

Target users:

  • Pre-op coordinators (save 20 min/patient × 15 patients/day = 5 hours/day)
  • OR charge nurses (single readiness view vs. chart review)
  • Anesthesiologists (relevant-only patient factors, not full chart)
  • Surgeons (deviations from standard protocol highlighted)

The Ask

We're not building a new EHR. We're building the intelligence layer that sits on top of the data hospitals already have — and generates the synthesis that currently depends on human memory under stress.

Next step: Pilot with one surgical service line at one hospital.
Measure: Pre-op coordinator time saved, day-of cancellation rate, and missed-item rate.

Appendix

FHIR Resources Used
FHIR ResourceEpic ModuleWhat We Read
PatientDemographicsName, DOB, contacts, code status
ConditionProblem ListActive diagnoses, ICD-10 codes
MedicationRequestMAR / Med ListActive meds, doses, prescribers
AllergyIntoleranceAllergy ListSubstances, reactions, severity
ObservationLabs / VitalsRecent results, vitals
ServiceRequestOrders / SchedulingScheduled procedure, pre-op orders
DocumentReferenceNotesConsult notes, nursing assessments
Competitive Landscape
ProductWhat It DoesGap
Epic BPA AlertsSingle drug/allergy alertsNo cross-reference, 90%+ override rate
Epic OpTimeSchedules OR time, equipmentDoesn't read patient chart for deviations
Epic Anesthesia Pre-opDocuments anesthesia assessmentDoesn't synthesize for the anesthesiologist
Nurse checklist toolsGeneric checklistsNot patient-specific, not adaptive
Manifesto AIReads ALL modules, generates patient-specific synthesisThis is the gap we fill