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Case Studies
AI medicine Case Studies: 250+ Real Implementations
Real-world AI implementations in medicine with measurable results. Browse AI for Medical's database of case studies by industry, use case, and technology.
AI Roadmap
— Two hours charting for every hour with patients. Prior auth eating your back office. Both fixable, in the right order. 12 pages, 72 hours.
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MultiCare Health System
MultiCare Health System achieves 16% increase in staffed room utilization and 1,600 incremental cases with AI-powered OR scheduling
16%
Staffed Room Utilization Increase
1,600
Incremental Cases Generated
Surgical & Perioperative Care
Hospital & Health System
by LeanTaaS
I
Insilico Medicine
Insilico Medicine reaches Phase 2a clinical milestone with generative AI-designed TNIK inhibitor for IPF in under 30 months
Under 30 months
Time to Phase 1 Clinical Success
18 months
Time from Target ID to Preclinical Candidate
Drug Discovery & Development
Pharmaceutical & Life Science
M
Mortenson Dental Partners
Mortenson Dental Partners rolls out Overjet IRIS Smart Imaging across all 147 practices serving 1 million patients annually
147
Practices Covered
~1 million
Annual Patient Visits
Medical Imaging & Radiology
Dental & Oral Health
J
Johns Hopkins Medicine
Johns Hopkins Medicine reduces clinician documentation burden with ambient AI scribing across outpatient clinics
Clinical Documentation & Patient Records
Hospital & Health System
L
Larksfield Place Retirement Communities, Inc.
Larksfield Place reduces falls with injury by 80% using VirtuSense AI ecosystem
80%
Falls with Injury Reduction
Patient Safety & Fall Prevention
Senior & Home Health
HonorHealth
HonorHealth saves $69M and creates 181 beds of capacity with Qventus AI-powered care operations
$69M
Cost Savings from Reduced Excess Days
181 beds
Additional Bed Capacity Created
Patient Flow & Hospital Operations
Hospital & Health System
by Qventus
M
Massachusetts General Hospital
Massachusetts General Hospital screens 2,200+ GI surgeries in 4 months with centralized FLEX Score AI risk stratification
2,200+ over 4 months
GI Surgeries Screened
100+ patients to ~10 highest-risk (≈90%)
Weekly Review Burden Reduction
Surgical & Perioperative Care
Hospital & Health System
A
AstraZeneca
AstraZeneca cuts protocol authoring time 85% with Modella AI multimodal models in oncology R&D
85%
Protocol Authoring Time Reduction
$11.954B (16% YoY growth)
Oncology Revenue H1 2025
Drug Discovery & Development
Pharmaceutical & Life Science
G
Good Shepherd Rehabilitation Network
Good Shepherd Rehabilitation Network reduces no-shows by 32% and captures $93K in revenue with Notable AI automation
32%
No-Show Reduction
$93,360
Revenue Captured (3 months)
Patient Flow & Hospital Operations
Ambulatory & Outpatient
M
Miami Cancer Institute
Miami Cancer Institute achieves $10.9M ROI (15x cost) by optimizing infusion center scheduling with LeanTaaS iQueue
$10.9M (~15x cost)
ROI Since Go-Live
35%
Reduction in Average Daily Drug Wait Time
Patient Flow & Hospital Operations
Hospital & Health System
H
Heartland Dental
Heartland Dental AI Phone System HIPAA Lawsuit
$95 million
Potential Lawsuit Damages
Dental & Oral Health
U
Undisclosed Global Pharmaceutical Company
Global pharma company cuts clinical trial matching from weeks to hours with AI-powered enrollment platform
Reduced from 2–4 weeks to under 8 hours
Patient-Trial Matching Time
Broader access to rare and niche study protocols
Trial Coverage
Clinical Trials & Research
Pharmaceutical & Life Science
P
Parkview Health
Parkview Health saves $7.5M and eliminates 2,450 excess hospital days with AI post-acute care predictive model
$7.5M
Annual Cost Savings
2,450 days/year
Excess Hospital Days Eliminated
Patient Flow & Hospital Operations
Hospital & Health System
Leading Indianapolis Health System
Leading Indianapolis Health System saves $1M/year and cuts patient moves 63% with AI-powered inpatient flow optimization
63%
Patient Move Reduction
$1M
Annual Savings
Patient Flow & Hospital Operations
Hospital & Health System
by LeanTaaS
HonorHealth
HonorHealth saves $62M and cuts LOS by 0.65 days with Qventus AI-powered inpatient capacity management
$62M
Cost Savings from Excess Days
50,673 days
Cumulative Excess Days Saved
Patient Flow & Hospital Operations
Hospital & Health System
by Qventus
OhioHealth
OhioHealth saves $1.7M in months with Qventus AI-powered discharge planning
$1.7M
Total Cost Savings
~$500,000
First-Month Savings
Patient Flow & Hospital Operations
Hospital & Health System
by Qventus
L
Lyra Health
Lyra Health AI provider-matching algorithm cuts mental health care costs 20% while maintaining clinical outcomes
~20%
Per-Episode Cost Reduction
$340
Savings per Member
Mental Health & Digital Therapeutics
Mental & Behavioral Health
ONELIFE Senior Living
ONELIFE Senior Living achieves sub-2-minute fall response times across 13 communities with SafelyYou AI
Under 2 minutes (vs. 40-minute industry average)
Fall Response Time
174
Intentional Self-Lowering Events Identified (74-day pilot)
Patient Safety & Fall Prevention
Senior & Home Health
by SafelyYou
L
Leading Indianapolis Health System
Leading Indianapolis Health System reduces ED boarding 45% through LeanTaaS-powered departure lounge optimization
45% (20 hrs → 11 hrs)
ED Boarding Reduction
250% (10 → 35 patients/day)
Departure Lounge Utilization Increase
Patient Flow & Hospital Operations
Hospital & Health System
R
Rand Center for Dentistry
Rand Center for Dentistry adds $150K revenue in 30 days with Pearl AI radiographic analysis
$150,000
Additional Revenue (First 30 Days)
7% → 14% (2x increase)
Periodontal Diagnosis Rate
Medical Imaging & Radiology
Dental & Oral Health
T
The Christ Hospital
The Christ Hospital achieves 69% early-stage lung cancer detection rate with Epic Art incidental finding extraction
69% (vs. 46% national average)
Lung Cancer Early Detection Rate
Clinical Decision Support
Hospital & Health System
B
Banyan Treatment Centers
Banyan Treatment Centers cuts documentation time by 42% with Kipu AI-powered clinical tools
42%
Documentation Time Reduction
30–42%
Documentation Time Reduction (range)
Clinical Documentation & Patient Records
Mental & Behavioral Health
M
Montage Health
Montage Health achieves 200%+ increase in digital patient engagement and saves 537 staff hours in 6 weeks with Notable AI intake
537 hours
Staff Hours Saved (6 weeks)
91%
Patient Satisfaction Rating
Patient Engagement & Access
Hospital & Health System
P
Pfizer
Pfizer saves 16,000 scientist hours annually and cuts infrastructure costs 55% with AWS generative AI for drug development
16,000 hours
Scientist Search Time Saved Annually
55%
Infrastructure Cost Reduction
Drug Discovery & Development
Pharmaceutical & Life Science
Baptist Health Arkansas
Baptist Health Arkansas increases patient transfers by 23% with LeanTaaS AI-powered inpatient flow optimization
23%
Patient Transfers Increase
32%
Discharge Processing Time Reduction
Patient Flow & Hospital Operations
Hospital & Health System
by LeanTaaS
Reid Health
Reid Health reduces no-show rates 8% and creates 1,318 additional visits with Notable AI patient engagement automation
8%
Decrease in No-Show Rates
1,318
Additional Visits Created (6 months)
Patient Engagement & Access
Hospital & Health System
by Notable Health
U
Unnamed Southwestern U.S. Hospital
Southwestern hospital achieves 9% length-of-stay reduction with Sevaro teleneurology services
9% (0.48 days per patient)
Length of Stay Reduction
Up to $3.6M annually
Variable Cost Savings
Patient Flow & Hospital Operations
Hospital & Health System
J
Johns Hopkins Hospital
Johns Hopkins Hospital reduces sepsis mortality 20-30% with TREWS AI early warning system
20-30%
Sepsis Mortality Reduction
3 hours sooner
Earlier Intervention Time
Clinical Decision Support
Hospital & Health System
M
Merck
Merck cuts clinical study report drafting from 3 weeks to 4 days with LLM-powered authoring platform
180 hours to 80 hours
CSR Draft Time Reduction
2–3 weeks to 3–4 days
End-to-End Timeline Reduction
Clinical Trials & Research
Pharmaceutical & Life Science
T
Tampa General Hospital
Tampa General Hospital cuts OR turnover times 12% and unlocks 832 additional cases annually with ambient AI
12%
OR Turnover Time Reduction
832
Additional Cases Enabled Annually
Surgical & Perioperative Care
Hospital & Health System
M
Mercy
Mercy reduces nurse turnover 9% and improves fill rate with AI-powered workforce management platform
9%
Nurse Turnover Reduction
3.5% increase in one year
Bedside FTE Growth
Workforce & Staff Scheduling
Hospital & Health System
F
Fraser Health
Fraser Health cuts discharge documentation time by 56% with MEDITECH AI-powered Hospital Course Summary
7 minutes per patient (56% reduction, 12.5 min → 5.5 min)
Discharge Documentation Time Saved
95%+
User Recommendation Rate
Clinical Documentation & Patient Records
Hospital & Health System
U
UC San Francisco
UCSF AI matches physicians at ED triage, correctly identifying urgent cases 89% of the time
89%
Triage Accuracy (AI, full sample)
88%
Triage Accuracy (AI, physician sub-sample)
Patient Flow & Hospital Operations
Hospital & Health System
F
Family First Dental
Family First Dental captures 175 appointments and $131K in annual revenue with AI-powered patient engagement
$131,904
Annual Revenue Projection (New Patients)
4.9x
ROI
Patient Engagement & Access
Dental & Oral Health
G
Gloucestershire Hospitals NHS Foundation Trust
Gloucestershire Hospitals NHS Trust detects 66% of long-stay patients with AI risk stratification tool
66%
Long-Stay Detection Rate (Highest Risk Categories)
£1.7M
Savings per Single-Day Reduction in Average Stay
Patient Flow & Hospital Operations
Hospital & Health System
R
Rathmore House (Central and Cecil Housing Trust)
Rathmore House eliminates 100% of high-risk night-time falls with Ally AI monitoring
100%
High-Risk Night-Time Falls Reduction
27%
Reduction in Disturbing Overnight Checks
Patient Safety & Fall Prevention
Senior & Home Health
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AI Roadmap — Two hours charting for every hour with patients. Prior auth eating your back office. Both fixable, in the right order. 12 pages, 72 hours.