Florence by NightingaleMD
The Diligent AI Voice Care Navigator for VBC Gap Closure
"Your team - everywhere, at once."
External clinical intelligence and gap facilitation—all inside your EHR.
Florence orchestrates the two economic drivers of VBC: Care & Diagnosis Gap Closure and Patient Engagement to Avoid ED Visits.
"Value-based care only works when providers do." — We make it frictionless.
The Two Economic Drivers of VBC
Real results, not just real-time. Florence orchestrates the outcomes that matter most for Value-Based Care success.
Care & Diagnosis Gap Closure
External clinical intelligence surfaced inside your EHR. Florence facilitates HCC capture, RAF optimization, HEDIS measures, and quality gap closure—all at the point of care.
"Gaps closed, not just flagged."
AI Voice Patient Engagement
Proactive outreach via AI Voice to engage patients before issues escalate. Appointment reminders, medication adherence, and care coordination—reducing ED visits and unnecessary hospitalization.
"The patient who needed you at 3 AM? Florence was there."
External Clinical Intelligence
Chart retrieval without the chase. Secure chart extraction during live EHR sessions with an All-In-One Hub and Real-Time Status Updates.
"Document Viewer—no toggling systems."
Referral Loop Closure
From referral to resolution. Florence tracks specialist referrals, obtains external charts, and closes the loop—ensuring no patient falls through the cracks.
"Referrals tracked, charts obtained, loops closed."
Measures We Move
Real quality metrics that demonstrate Florence's impact on your value-based care performance
HCC Recapture Rate
AWV Completion Rate
Care Gap Closure (HEDIS)
ED Diversion Rate
TCM Follow-Up (48hr)
Patient Engagement Rate
The 5-Phase Care Worklist
From signal detection to continuous surveillance—Florence, your AI Voice Care Navigator, orchestrates every step. Click a phase to explore its capabilities.
Florence Capability
Florence Capability
Florence Copilot in EHR
Florence Capability
Florence Capability
Trigger Phase
Signal detection and workflow initiation — 10% of the lifecycle
Florence AI Capabilities
COOP Signals Detected
Pre-Encounter Phase
Patient engagement and gap surfacing — 20% of the lifecycle
Florence AI Capabilities
Human Actions
Encounter Phase
Florence Copilot in the EHR — 40% of the lifecycle
Florence Copilot Domains
Care Team Actions
Post-Encounter Phase
Automatic filing and attestation — 15% of the lifecycle
Florence AI Capabilities
Human Actions
Care Management Phase
Continuous surveillance and relationship — 15% + LOOP
Florence AI Capabilities
Human Actions
Three-Way Call Capability
Florence bridges patients, caregivers, and care navigators in real-time — 400+ contacts per year vs. 4 traditional visits
Patient
Receives the call, shares symptoms, concerns, and daily status
Caregiver
Joins when needed for context, medication verification, or support
Care Navigator
Escalation point for clinical decisions and care coordination
Florence AI
Orchestrating the Conversation
Condition-Specific Clinical Protocols
Deep clinical intelligence across the most common chronic conditions in value-based care
Click any category to explore how Florence manages each condition
Cardiovascular
5 conditions- Congestive Heart Failure (CHF)
Florence automates daily weight and symptom monitoring per ACC/AHA guidelines, escalating to the care team when weight gain exceeds 3 lbs in 24 hours or 5 lbs in a week. Ensures medication adherence for beta-blockers, ACE inhibitors, and diuretics while tracking fluid restriction compliance.
- Hypertension
Florence conducts protocol-driven blood pressure monitoring, medication adherence checks, and lifestyle coaching on diet and exercise. Automatically escalates when BP readings fall outside patient-specific target ranges, reducing ED visits and stroke risk.
- Atrial Fibrillation
Florence monitors anticoagulation adherence (warfarin, DOACs), tracks heart rate control, and screens for stroke symptoms using validated protocols. Coordinates INR lab scheduling and escalates when patients report palpitations, dizziness, or medication side effects.
- Coronary Artery Disease
Florence supports cardiac rehabilitation engagement, medication reconciliation (statins, antiplatelets), and lifestyle modification counseling. Tracks chest pain episodes and activity tolerance, escalating when anginal symptoms change or worsen.
- Post-MI Care
Florence guides patients through the critical 30-day post-discharge window with daily check-ins on chest pain, shortness of breath, and medication adherence. Automates cardiac rehab referral follow-up and ensures completion of post-MI quality measures.
Respiratory
4 conditions- COPD
Florence monitors symptom exacerbations using COPD Assessment Test (CAT) scores, tracks rescue inhaler usage, and ensures maintenance therapy adherence. Escalates when patients report increased dyspnea, sputum production, or fever—preventing costly hospitalizations.
- Asthma
Florence conducts asthma control assessments per NHLBI guidelines, tracks peak flow readings, and monitors controller medication adherence. Identifies trigger exposures and escalates when patients require frequent rescue inhaler use or nocturnal symptoms increase.
- Pulmonary Fibrosis
Florence monitors oxygen saturation, dyspnea scores, and functional status while coordinating pulmonary rehabilitation and antifibrotic medication adherence. Escalates when O2 sats drop below prescribed thresholds or patients report worsening breathlessness.
- Sleep Apnea
Florence ensures CPAP adherence by tracking nightly usage hours, troubleshooting mask fit issues, and monitoring daytime fatigue symptoms. Coordinates DME vendor communication and escalates when compliance falls below the 4-hour nightly threshold.
Metabolic
4 conditions- Diabetes Type 1 & 2
Florence automates blood glucose tracking, medication adherence monitoring (insulin, metformin, GLP-1s), and A1C lab coordination. Screens for hypo/hyperglycemia symptoms, tracks diabetic foot care, retinal exam completion, and nephropathy monitoring—closing gaps in HEDIS CDC-H9 measures.
- Pre-Diabetes
Florence delivers evidence-based lifestyle coaching on nutrition, physical activity, and weight loss (targeting 5-7% body weight reduction). Tracks A1C and fasting glucose trends, ensuring timely progression to DPP referrals when appropriate.
- Obesity Management
Florence supports patients in GLP-1 or bariatric surgery programs with weekly weight tracking, dietary adherence, physical activity goals, and side effect monitoring. Coordinates nutritionist visits and escalates when weight loss plateaus or adverse effects occur.
- Thyroid Disorders
Florence monitors thyroid medication adherence (levothyroxine), tracks symptom resolution (fatigue, weight changes, mood), and coordinates TSH lab draws per protocol. Escalates when patients report persistent symptoms or lab values fall outside therapeutic ranges.
Renal
3 conditions- Chronic Kidney Disease
Florence tracks GFR trends, monitors blood pressure control, ensures medication adherence (ACE/ARBs, phosphate binders), and coordinates nephrology follow-up. Screens for fluid overload, anemia symptoms, and metabolic bone disease complications.
- End-Stage Renal Disease
Florence supports dialysis patients with interdialytic weight gain monitoring, fluid restriction adherence, and vascular access site surveillance. Coordinates dialysis center communication and escalates when patients report missed treatments or access complications.
- Dialysis Support
Florence conducts pre- and post-dialysis check-ins, monitors for hypotension, cramping, and infection symptoms while tracking dietary phosphorus and potassium intake. Ensures transportation barriers are addressed and medication reconciliation post-dialysis is complete.
Neurological
4 conditions- Stroke Recovery
Florence guides post-stroke rehabilitation with daily functional assessments, medication adherence (anticoagulants, antiplatelets), and fall risk monitoring. Screens for new neurological symptoms, depression, and ensures completion of PT/OT/speech therapy appointments.
- Parkinson's Disease
Florence monitors motor symptom progression (tremor, rigidity, gait), medication timing adherence (levodopa schedules), and fall risk. Tracks non-motor symptoms (sleep, constipation, mood) and escalates when dyskinesias or "off" periods worsen.
- Multiple Sclerosis
Florence monitors symptom flares (vision changes, weakness, numbness), disease-modifying therapy adherence, and functional status. Coordinates MRI scheduling, tracks fatigue management, and escalates when relapse symptoms emerge.
- Dementia Care
Florence conducts cognitive screenings, monitors behavioral symptoms (agitation, wandering), and supports caregiver burden assessment with validated scales. Ensures medication adherence, coordinates memory clinic visits, and escalates safety concerns to care teams immediately.
Behavioral Health
3 conditions- Depression
Florence administers PHQ-9 screenings at protocol-defined intervals, monitors antidepressant adherence, and tracks therapy engagement. Escalates immediately when suicidal ideation is detected (PHQ-9 Q9 positive) or symptoms worsen despite treatment.
- Anxiety Disorders
Florence conducts GAD-7 assessments, monitors anxiolytic medication adherence, and supports CBT homework completion. Tracks panic attack frequency, avoidance behaviors, and escalates when symptoms interfere with daily functioning.
- Substance Use Disorder
Florence supports patients in MAT programs (buprenorphine, naltrexone, methadone) with daily check-ins, craving assessments, and relapse prevention coaching. Coordinates counseling appointments and escalates immediately when relapse occurs or suicidal ideation emerges.
Musculoskeletal
3 conditions- Osteoarthritis
Florence monitors pain levels, functional status, and medication adherence (NSAIDs, intra-articular injections, DMARDs). Supports physical therapy engagement, weight management, and escalates when pain control is inadequate or surgical referral criteria are met.
- Rheumatoid Arthritis
Florence tracks DMARD adherence (methotrexate, biologics), monitors for disease flares (morning stiffness, joint swelling), and coordinates rheumatology lab work (CRP, ESR). Escalates when patients report new joint involvement or medication side effects.
- Osteoporosis
Florence ensures bisphosphonate or RANK ligand inhibitor adherence, tracks calcium and vitamin D supplementation, and coordinates DEXA scan scheduling. Monitors for fracture risk factors (falls, height loss) and escalates when patients report bone pain or fracture.
Post-Acute
3 conditions- Post-Surgical Care
Florence conducts daily post-operative assessments monitoring surgical site infection signs, pain control, mobility progression, and medication adherence. Ensures wound care instructions are followed and escalates when fever, drainage, or dehiscence occurs.
- Wound Management
Florence tracks wound healing progression, monitors for infection signs (erythema, purulent drainage, odor), and ensures dressing change compliance. Coordinates wound care nurse visits and escalates when healing stalls or worsens.
- Transitional Care (TCM)
Florence executes TCM protocols within 48 hours of discharge, conducting medication reconciliation, reviewing red flag symptoms, and ensuring follow-up appointments are scheduled. Closes the "discharge to door" gap, reducing 30-day readmissions by 22-30%.
A Phased Approach to Autonomy
Start with oversight. Graduate to scale.
We meet you where you are. Begin with full human oversight and progressively scale toward autonomous AI as your team builds trust and confidence.
What Your Patients Experience
Florence doesn't just close gaps—she becomes your patients' active health advocate.
Co-Pilot
Human in the Loop
- CM listens to every call
- Reviews all documentation
- 100% Supervision
Supervised
Human on the Loop
- Florence acts autonomously
- CM monitors dashboard
- 1 CM : 10-20 Calls
Full Autonomy
Human out of the Loop
- End-to-end routine care
- Escalates only on risk
- 24/7 Scale
How Florence Communicates
Florence's Five-Pillar Therapeutic Persona
Florence delivers chronic care management that feels human—combining comprehensive data access with empathetic conversation to transform care management.
Psychological Safety
Creates a judgment-free space where patients feel secure sharing concerns
- Non-judgmental language patterns
- Validates patient experiences
- "Tell me more about that" prompting
Warmth
Conveys genuine care through tone, pacing, and personalized details
- Remembers previous conversations
- Adjusts pacing to patient needs
- Uses patient's preferred name
Competence
Demonstrates clinical knowledge while staying within scope
- Accurate medical terminology
- Clear scope boundaries
- "Let me connect you with..." when appropriate
Inquisitiveness
Asks thoughtful questions to understand the patient's experience
- Open-ended questioning
- Explores context, not just symptoms
- "How has this affected you?" focus
Unfailingly Patient
Gives time for reflection and never rushes important topics
- No time pressure cues
- Pauses for patient processing
- Repeats info without frustration
Your AI Care Navigator, Embedded in the EHR
Florence brings clinical intelligence directly into your workflow. No portals, no toggling, no delays.
Active Problems
Upcoming Appointments
Recent Lab Results
EHR Copilot
Florence Summary & Agenda
Jane was discharged from Memorial Hospital 3 days ago following CHF exacerbation. Recent labs indicate CKD progression (eGFR 29). TCM follow-up required within 7 days per CMS guidelines.
Action Items:
- Complete TCM Day 1 outreach call
- Discuss recent CHF discharge and medication changes
- Schedule PCP follow-up within 7 days
- Address suspected CKD Stage 4 (eGFR 29)
Discharged from Memorial Hospital - 3 days ago
Reason: CHF Exacerbation • LOS: 4 days
Gap Journey
40% ClosedCKD Stage 4 Detected
eGFR 29 indicates progression • ICD-10: N18.4
TCM Follow-up Due
Post-discharge visit within 7 days required
AWV Eligible
Annual Wellness Visit due March 2026
Clinical Note
Auto-GeneratedDocumentation will appear here after completing a workflow.
CKD Stage 4 Filed to EHR
ICD-10 N18.4 added to problem list
ADT Alert Received
Discharge from Memorial Hospital
Lab Results Analyzed
eGFR 29 flagged as critical
Florence's Escalation Protocol: Safety Guardrails Built In
Every scenario has a defined response—nothing falls through the cracks
Click any row to see detailed safety protocols and audit trails.
| Trigger | Response | Outcome |
|---|---|---|
Medical Emergency High-risk keywords: bleeding, chest pain, falls, unresponsive |
Alert RN immediately + warm transfer to clinical team |
Immediate escalation |
Suicidal Ideation PHQ-9 Q9 positive, self-harm language |
PHQ-9 screening protocol + RN escalation + safety plan |
Non-interruptible handoff |
Elder Abuse / Neglect Signs of abuse, financial exploitation, neglect indicators |
Mandatory reporting protocol + social work referral |
Clinician + SW review |
Behavioral Crisis Aggression, wandering/safety risk, severe agitation |
Escalation flag + full transcript to care navigator |
Care manager review |
Confusion Detected Patient unable to answer, disoriented, impaired |
Request caregiver join call immediately |
Three-way call |
Routine Call No flags, standard check-in |
Document findings + schedule follow-up |
Auto-note to EHR |
Seamless Integration with Your Existing Systems
Florence connects to your EHR and population health platforms—no portals, no toggling, no delays.
EHR Systems
Population Health Platforms
Clinical Data Sources
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