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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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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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A
Azienda Zero
Azienda Zero deploys full digital pathology system across 12 Veneto hospitals, projecting $250K+ annual savings per institution
$250,000+ per institution per year
Projected Cost Savings
240,000 slides
Monthly Slide Volume Handled
Diagnostics & Pathology
Hospital & Health System
J
Johns Hopkins Medicine (five-hospital multi-site study)
Five-Hospital TREWS Deployment Achieves 89% Provider Adoption and 1.85-Hour Earlier Sepsis Treatment
1.85 hours
Earlier Treatment Time
89%
Sustained Provider Adoption
Clinical Decision Support
Hospital & Health System
T
The Lawns Nursing and Residential Care Home
The Lawns care home cuts high-risk falls by 88% with Ally AI acoustic resident monitoring
88%
High-Risk Falls Reduction
66%
Overall Falls Reduction
Patient Safety & Fall Prevention
Senior & Home Health
I
Institute of Molecular Pathology and Immunology of the University of Porto (Ipatimup)
Ipatimup pathologists achieve 22% efficiency gains and 39% fewer second-opinion requests with Paige Prostate AI
21.9%
Slide Reading Time Reduction
39.2%
Second Opinion Requests Reduction
Diagnostics & Pathology
Clinical Laboratory
J
Johns Hopkins Medicine
Johns Hopkins TREWS identifies 82% of sepsis cases early, cuts time to antibiotics by 1.85 hours
82%
Sepsis Detection Rate
1.85 hours
Time to Antibiotic Reduction
Clinical Decision Support
Hospital & Health System
Care New England
Care New England cuts authorization-related write-offs by 55% with Notable AI automation of radiology prior authorizations and NOA
55%
Authorization Write-off Reduction
2,841 hours
Staff Hours Saved
Medical Coding & Revenue Cycle
Hospital & Health System
by Notable Health
C
Cleveland Clinic
Cleveland Clinic deploys AKASA AI coding tool enterprise-wide in four months, processing tens of thousands of encounters
4 months (all U.S. locations)
Deployment Timeline
Tens of thousands
Patient Encounters Processed
Medical Coding & Revenue Cycle
Hospital & Health System
S
Southern Illinois Healthcare
Southern Illinois Healthcare cuts labor costs by $500K+ and halves nursing turnover with Works AI shift marketplace
$500K+
Annualized Incentive Spend Savings
24% → 12% (halved)
Nursing Turnover Reduction
Workforce & Staff Scheduling
Hospital & Health System
F
Fellowship Square Mesa
Fellowship Square Mesa reduces resident falls 90% with AI radar monitoring system Paul
90%
Fall Reduction
20 → 2
Monthly Falls (Peak vs. Post-Implementation)
Patient Safety & Fall Prevention
Senior & Home Health
C
Cleveland Clinic
Cleveland Clinic automates mid-revenue cycle coding with AKASA AI, achieving 80-90% automation rate
80–90%
Coding Automation Rate
~1 hour
Time Per Encounter (Before)
Medical Coding & Revenue Cycle
Hospital & Health System
S
Sanofi
Sanofi cuts pharmacovigilance costs 15% (targeting 50%) with AI-powered Project ARTEMIS
15%
Cost Reduction Achieved
50%
Target Cost Savings by 2027
Clinical Trials & Research
Pharmaceutical & Life Science
D
Dartmouth University Geisel School of Medicine
Dartmouth's Therabot gen AI chatbot reduces depression symptoms by 51% in first randomized controlled trial
51%
Depression Symptom Reduction
31%
Anxiety Symptom Reduction
Mental Health & Digital Therapeutics
Mental & Behavioral Health
J
Johns Hopkins University
Johns Hopkins reduces sepsis mortality by 18.2% with Bayesian Health TREWS AI early warning system
18.2% relative reduction
Mortality Reduction (Sepsis)
Clinical Decision Support
Hospital & Health System
G
Garden Springs Dental
Garden Springs Dental converts 338 missed calls into 19 new patients in 30 days with AI receptionist
19 in 30 days
New Patients Captured
338 (100% captured)
Missed Calls Addressed
Patient Engagement & Access
Dental & Oral Health
J
Johns Hopkins Medicine
Johns Hopkins AI System Detects Severe Sepsis Nearly 6 Hours Earlier Than Traditional Methods
~6 hours
Earlier Detection (Severe Sepsis)
~2x (nearly 40% vs. <20%)
Detection Rate vs. Prior Electronic Tools
Clinical Decision Support
Hospital & Health System
U
University of Helsinki
University of Helsinki quantifies immune cell infiltration in hantavirus kidney biopsies using AI
~500
Training annotations required
~2,500
Training iterations
Diagnostics & Pathology
Pharmaceutical & Life Science
A
Atrium Health
Atrium Health DAX Copilot Study Finds 7% Documentation Time Reduction Only for High-Utilization Clinicians
7%
Documentation Hours Reduction (High Users)
75% (84/112)
Active Users Transferring >25% of Notes to Epic
Clinical Documentation & Patient Records
Hospital & Health System
R
Rogers Behavioral Health
Rogers Behavioral Health increases admit rate 3x with Limbic AI-powered intake screening
3x vs. web submissions
Admit Rate Increase
90.5%
Patient Satisfaction
Patient Engagement & Access
Mental & Behavioral Health
H
Hospital of the University of Pennsylvania
Hospital of the University of Pennsylvania achieves 93.6% sensitivity using DBT AI case score change tracking for breast cancer screening
93.6%
Sensitivity (combined score + change threshold)
62.8%
Specificity (combined score + change threshold)
Medical Imaging & Radiology
Imaging & Radiology
Castell
Castell cuts daily chart review time from four hours to one hour with AI-powered population health automation
67%
Reduction in Chart Time
34
Equivalent FTEs Saved
Clinical Documentation & Patient Records
Hospital & Health System
by Notable Health
P
Piedmont Healthcare
Piedmont Healthcare reaches 93rd percentile Net EHR Experience Score through AI-powered in-basket management and clinical workflow optimization
93rd percentile
Net EHR Experience Score
94%
Clinicians affirming EHR enables patient safety
Patient Flow & Hospital Operations
Hospital & Health System
G
Gaudenzia
Gaudenzia cuts therapist session documentation time 68% and boosts evidence-based technique adherence 35% with conversational AI
35%
Evidence-Based Technique Adherence Increase
3.2 minutes (down from ~10 minutes)
Session Note Completion Time
Clinical Documentation & Patient Records
Mental & Behavioral Health
A
ARA Health Specialists
ARA Health Specialists achieves 20% reduction in radiology reporting time with Rad AI Reporting
20%
Reporting Time Reduction (Median)
~60% faster (>1 min saved per report)
Top Decile Radiologist Speed Improvement
Medical Imaging & Radiology
Imaging & Radiology
H
Hartford HealthCare
Hartford HealthCare cuts length of stay by 5% with H2O AI discharge prediction platform
~5%
Length of Stay Reduction
Within 24 hours for nearly all admitted medical patients
Discharge Prediction Availability
Patient Flow & Hospital Operations
Hospital & Health System
University Hospitals
University Hospitals deploys Aidoc AI platform across 13 hospitals for faster diagnosis of acute conditions
13
Hospitals Covered
17
FDA-Cleared AI Algorithms Available
Medical Imaging & Radiology
Hospital & Health System
by Aidoc
M
Mayo Clinic
Mayo Clinic Digital Pathology builds AI foundation models on 20M digital slides to accelerate diagnostics
20 million
Digital Slide Images
10 million
Linked Patient Records
Diagnostics & Pathology
Hospital & Health System
Southeast Health System
Southeast Health System boosts robotic surgical volume 15% YoY with Qventus AI optimization
15%
YoY Robotic Procedure Growth
23%
General Surgery Volume Increase
Surgical & Perioperative Care
Hospital & Health System
by Qventus
L
Leading Global Biopharma Company
Leading Global Biopharma Company cuts vaccine inventory costs by $20M annually with C3 AI demand forecasting
$20M
Annual Inventory Reduction Potential
20%
Forecast Accuracy Improvement vs Baseline
Pharmaceutical & Life Science
P
Pfizer
Pfizer cuts COVID-19 vaccine development from 8-10 years to 269 days using AWS AI and cloud infrastructure
269 days (vs. 8-10 year typical)
COVID-19 Vaccine Development Time
1.3 billion
Patients Treated Globally (2022)
Drug Discovery & Development
Pharmaceutical & Life Science
D
Dartmouth College
Therabot generative AI chatbot reduces depression and anxiety symptoms in randomized controlled trial
0.845–0.903
Depression Symptom Reduction (Cohen's d)
0.794–0.840
Anxiety Symptom Reduction (Cohen's d)
Mental Health & Digital Therapeutics
Mental & Behavioral Health
N
Northwell Health
Northwell Health's iNav AI halves time-to-biopsy for pancreatic cancer detection
Reduced from 12 days to 6 days (50% faster)
Time from Imaging to Biopsy
Reduced from 56 days to 35 days
Time to Treatment Start
Diagnostics & Pathology
Hospital & Health System
I
Insilico Medicine
Insilico Medicine's AI-generated drug INS018_055 enters Phase II human clinical trials for idiopathic pulmonary fibrosis
~3 years (2020 discovery to 2023 Phase II)
Drug Development Timeline to Phase II
3 compounds
AI-generated drugs in clinical stage
Drug Discovery & Development
Pharmaceutical & Life Science
R
Radiology Associates of North Texas (RANT)
Radiology Associates of North Texas achieves 48% radiograph efficiency gain with Rad AI Reporting
48%
Radiograph Reporting Efficiency Increase
25%
Hourly RVU Productivity Increase
Clinical Documentation & Patient Records
Imaging & Radiology
L
Leiden University Medical Centre
Leiden University Medical Centre autonomously reports 15–20% of chest X-rays with 99.9% sensitivity using Oxipit ChestLink
15–20%
Normal Studies Autonomously Reported
99.9%
AI Sensitivity for Normal CXR Classification
Medical Imaging & Radiology
Hospital & Health System
R
Rose City Family Dental
Rose City Family Dental adds 18 new patients monthly by eliminating missed calls with AI receptionist
18
Additional New Patients Per Month
12 hours
Staff Time Saved Weekly
Patient Engagement & Access
Dental & Oral Health
H
Houston Methodist
Houston Methodist launches 24/7 virtual urgent care with 4,500+ visits in first year
4,500+
Total Completed Visits (through April 2019)
4.9 / 5
Patient Satisfaction Score
Telemedicine & Remote Monitoring
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.