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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.
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— 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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Jackson Health
Jackson Health reduces mean excess days by 0.42 days with Qventus AI-powered inpatient capacity automation
0.42 days
Mean Excess Days Reduction
Patient Flow & Hospital Operations
Hospital & Health System
by Qventus
I
Insilico Medicine
Insilico Medicine cuts drug discovery timeline to 12-18 months with generative AI platform Chemistry42, advancing ISM3412 cancer drug to Phase 1 trial
12–18 months (vs. 2.5–4 years traditional)
Discovery Timeline (project initiation to PCC)
60–200
Molecules Synthesized & Tested per Project
Drug Discovery & Development
Pharmaceutical & Life Science
J
Johns Hopkins Medicine
Johns Hopkins hospitals reduce sepsis mortality by 20% with AI early warning system detecting cases 6 hours sooner
20%
Sepsis Mortality Reduction
~6 hours earlier than traditional methods
Early Detection Lead Time (Severe Sepsis)
Clinical Decision Support
Hospital & Health System
ThedaCare
ThedaCare closes 963 care gaps and saves 350 staff hours in 3 months with Notable AI automation
963
Care Gaps Closed (3 months)
350
Staff Hours Saved
Patient Engagement & Access
Hospital & Health System
by Notable Health
Z
Zuckerberg San Francisco General Hospital
Zuckerberg San Francisco General Hospital cuts heart failure readmissions 14.3% and retains $7.2M with Epic predictive model
14.3%
30-Day Readmission Reduction
$7.2M
Funding Retained (HRRP, 6 years)
Clinical Decision Support
Hospital & Health System
K
Kaiser Permanente
Kaiser Permanente Advanced Alert Monitor prevents 500+ deaths annually with ML-powered deterioration prediction
500+
Deaths Prevented Per Year
10%
High-Risk Readmission Reduction
Clinical Decision Support
Hospital & Health System
B
Bristol Myers Squibb
Bristol Myers Squibb accelerates clinical trials by months with Workbench AI platform
Under 100 to nearly 900 users in 3 months
User Adoption Growth
Months faster per trial
Clinical Trial Acceleration
Clinical Trials & Research
Pharmaceutical & Life Science
Austin Regional Clinic
Austin Regional Clinic cuts documentation time by 50% with Notable AI-powered intelligent intake
50%
Documentation Time Reduction
78%
Touchless Registrations
Clinical Documentation & Patient Records
Ambulatory & Outpatient
by Notable Health
M
Mayo Clinic
Mayo Clinic reduces cardiac surgery scheduling error by 43% with Opmed.ai AI case duration predictions
60 min → 34 min per case (43% improvement)
Prediction Error Reduction (MAE)
200+ hours per operating room
OR Hours Saved Annually
Surgical & Perioperative Care
Hospital & Health System
A
Anonymous Texas DSO (27 clinics)
27-Clinic Texas DSO Recovers $180K+ in Annual Revenue with AI-Powered Bilingual Call Handling
$180K+
Recovered Annual Revenue
15x
ROI in First 6 Months
Patient Engagement & Access
Dental & Oral Health
Z
Zuckerberg San Francisco General Hospital
Zuckerberg San Francisco General Hospital retains $7.2M by cutting heart failure readmissions with Epic-integrated predictive AI
$7.2M over 6 years
At-Risk Funding Retained
27.9% → 23.9%
30-Day HF Readmission Rate
Clinical Decision Support
Hospital & Health System
T
The Queen's Health System
The Queen's Health System Generates $22M in Savings and $1.9M New Revenue with Data-Driven Patient Flow Optimization
$22M
Cost Savings
8.4% over 15 months
LOS Reduction (Relative)
Patient Flow & Hospital Operations
Hospital & Health System
Š
Šeškinės Poliklinika
Šeškinės Poliklinika automates 80% of occupational chest X-ray reporting with Oxipit AI
80% of occupational CXR cases
Autonomous Reporting Rate
2,700+ studies/month
Monthly CXR Volume
Medical Imaging & Radiology
Imaging & Radiology
I
Intermountain Healthcare
Intermountain Healthcare achieves 77% pre-visit digital completion rate for well-child forms through AI-powered intake automation
77%
Pre-visit Digital Completion Rate
98%
Parent Satisfaction Rating
Patient Engagement & Access
Hospital & Health System
S
Solera Senior Living
Solera Senior Living reduces falls 48% and hospitalizations 54% with Inspiren AI monitoring
48%
Fall Reduction
54%
Hospitalization Reduction
Patient Safety & Fall Prevention
Senior & Home Health
C
Cleveland Clinic
Cleveland Clinic cuts after-hours documentation time 49.6% with rigorous 5-vendor ambient AI evaluation
49.6%
After-Hours Documentation Reduction
32%
Patient Face Time Increase
Clinical Documentation & Patient Records
Hospital & Health System
R
Royal Free London NHS Trust
Royal Free London NHS Trust prospective study shows DERM AI matches specialist accuracy in melanoma detection with 95.8% AUROC
Up to 95.8%
AUROC Score
100%
Sensitivity (melanoma detection)
Diagnostics & Pathology
Hospital & Health System
U
University of Kansas Health System
University of Kansas Health System reduces heart failure readmissions by 52% with machine learning predictive analytics
52% relative reduction
Heart Failure 30-Day Readmission Reduction
39% relative reduction
All-Cause 30-Day Readmission Reduction
Clinical Decision Support
Hospital & Health System
A
Alberta Health Services
Alberta Health Services saves 200 work-years through intelligent automation of administrative processes
200
Work-Years Saved
47
Processes Automated
Patient Flow & Hospital Operations
Hospital & Health System
Reid Health
Reid Health achieves 63% digital conversion rate and 30% geriatric no-show reduction with Notable automated pre-visit registration
63%
Digital Conversion Rate
96%
Patient Satisfaction Rating
Patient Engagement & Access
Hospital & Health System
by Notable Health
C
Confidential Dental Group (4-location practice)
Multi-Location Dental Practice Cuts Patient Check-In Wait Time 82% with Automated Digital Intake
22 min → 4 min (82% reduction)
Patient Wait Time at Check-In
2.5 hours → 15 minutes
Staff Data Entry Time Per Day
Patient Engagement & Access
Dental & Oral Health
H
Houston Methodist
Houston Methodist achieves 95.6% accuracy predicting dementia patient hospitalization outcomes with ML model
95.6%
Prediction Accuracy
8,407
Patient Records Analyzed
Clinical Decision Support
Hospital & Health System
Oregon Health & Science University
Oregon Health & Science University reduces abandoned OR blocks by 51% with LeanTaaS iQueue
51%
Reduction in Abandoned Blocks
25
Additional Cases Per Month in Prime Time
Surgical & Perioperative Care
Hospital & Health System
by LeanTaaS
Asklepios Group
Asklepios Group deploys Aidoc AI radiology platform across 28 hospitals, analyzing 35,000 images monthly
28
Hospitals Deployed
35,000+
Monthly Images Analyzed
Medical Imaging & Radiology
Hospital & Health System
by Aidoc
U
University of Chicago
University of Chicago reduces CT pulmonary embolism report turnaround time by 32% during work hours with Aidoc AI triage
32.2%
Turnaround Time Reduction (Work Hours)
22.2 minutes
Time Saved Per Exam (Work Hours)
Medical Imaging & Radiology
Imaging & Radiology
Multiple U.S. Health Systems (incl. Yale New Haven Health System)
Abridge AI Scribes Reduce Physician Burnout by 74% Across Six U.S. Health Systems
74%
Reduction in Burnout Odds
51.9%
Physicians Reporting Burnout (Before)
Clinical Documentation & Patient Records
Hospital & Health System
by Abridge
H
Health First
Health First Eliminates 517 Avoidable Days/Month and Reduces Core Floating Staff by 44% with AI-Powered Inpatient Flow
517 days
Avoidable Days Eliminated Monthly
6 hours
Length of Stay Reduction Per Patient
Patient Flow & Hospital Operations
Hospital & Health System
D
Deaconess Health System
Deaconess Health System cuts premium labor spend 14% with Works AI-powered dynamic pricing
14%
Premium Spend Reduction
2.5x
Revenue Growth YoY (Works platform)
Workforce & Staff Scheduling
Hospital & Health System
N
NYU Langone Health
NYU Langone AI tool predicts post-discharge skilled nursing need with 88% accuracy
88%
Discharge Destination Prediction Accuracy
94%
Note Length Reduction via AI Summarization
Patient Flow & Hospital Operations
Hospital & Health System
S
Senior Living Residences
Senior Living Residences achieves 1,965% ROI with Botco.ai GenAI chatbot for lead generation and patient education
1,965%
ROI
2,083
Engaged Chat Sessions (Jan–Sep 2023)
Patient Engagement & Access
Senior & Home Health
H
Hartland House Care Home
Hartland House Care Home cuts falls by 84% with Nobi AI smart lamps
84%
Fall Reduction
57 min → <2 min
Response Time Reduction
Patient Safety & Fall Prevention
Senior & Home Health
M
Memorial Sloan Kettering Cancer Center
Memorial Sloan Kettering Cancer Center implements full digital pathology workflow for primary diagnosis and archive access
~90% (up from <25% in 2018)
Pathologist Comfort with Digital Sign-Out
Diagnostics & Pathology
Hospital & Health System
G
Gundersen Health System
Gundersen Health System Boosts OR Prime Time Utilization 8% and Robot Room Utilization 14% with AI Scheduling
14%
Prime Time Robot Utilization Increase
8%
Prime Time Utilization Increase
Surgical & Perioperative Care
Hospital & Health System
Lighthouse Behavioral Wellness Centers
Lighthouse Behavioral Wellness Centers achieves 93% clinician satisfaction and reduces note completion to 3-4 minutes with Eleos AI
3–4 minutes (vs. 12–15 min industry avg)
Note Completion Time
93%
Staff Satisfaction
Clinical Documentation & Patient Records
Mental & Behavioral Health
by Eleos Health
S
Sumitomo Dainippon Pharma
Sumitomo Dainippon Pharma advances AI-designed OCD drug DSP-1181 to clinical trial in 12 months
12 months (vs. ~5 years)
Discovery to Clinical Trial
~350 (vs. ~2,500 typical)
Compounds Synthesized
Drug Discovery & Development
Pharmaceutical & Life Science
H
Howard County General Hospital (Johns Hopkins Medicine)
Johns Hopkins community hospital reduces length-of-stay by 12+ hours with ML-based discharge prediction integrated into multidisciplinary rounds
>12 hours
Length-of-Stay Reduction (Medicine Unit)
0.70–0.80
Discharge Prediction AUC
Patient Flow & Hospital Operations
Hospital & Health System
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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.