
Augmenting Evidence Based Fall Prevention with AI Technology: A Clinical Imperative


In 2024 alone, U.S. hospitals saw more than 227 million inpatient days translating to 908,000 in-patient falls. Every fall carries an average direct cost of $35,000, burdening hospitals with over $32 billion in expenses each year.
Gap in Evidence Based Protocols
Falls are complex, dynamic, and deeply patient-specific. Despite established evidence based protocols, such as the Morse Fall Scale, a critical gap persists between best practices and real-world outcomes — driven by:
- Patient acuity
- Staffing constraints
- Fragmented safety cultures
The result: preventable harm, higher costs, and greater regulatory risk. Studies show that many traditional fall prevention tools fail to reduce incidents — and can even add to the burden on frontline staff. To truly close this gap, hospitals must move beyond traditional approaches and adopt predictive patient safety tools that enable earlier intervention and more proactive care.

Key Point: Evidence-based strategies help, but they aren’t enough on their own—ongoing evaluation and adaptation are essential.
Regulatory Pressure
Starting January 2026, the Centers for Medicare & Medicaid Services (CMS) will require hospitals to publicly report moderate and serious fall events. These metrics will feed into a standardized quality reporting system, including a new electronic clinical quality measure (eCQM) called CMS1017v1: Hospital Harm – Falls with Injury.
CMS1017v1 will assess the rate of in-hospital falls resulting in major injuries. This new requirement is intended to ensure that hospitals establish systems to accurately document inpatient falls and injuries, and to use this data to inform personalized patient care and drive continuous quality improvement.
Reimbursement penalties have not yet been publicly announced. However,
- Public reporting begins in Calendar Year 2026.
- Impacts hospital payments starting Fiscal Year 2028.
In the meantime, hospitals must act swiftly to strengthen their fall prevention programs and prepare for the upcoming regulatory changes.
The High Stakes of Inpatient Falls
The consequences of a patient fall extend beyond injury:
- Legal settlements for fall-related injuries often exceed $100,000; catastrophic cases can surpass $1 million.
- The High Stakes of Inpatient Falls
- Accreditation Risk: The Joint Commission's PC.01.02.08 standard mandates fall risk assessments and interventions.
Highlight: The financial, legal, and reputational risks are intensifying.
AI for Hospital Fall Prevention
Traditional interventions — risk assessments, rounding, and staff education — remain essential but are often reactive and dependent on human vigilance.
Emerging technologies such as AI-powered video monitoring systems and telesitters with predictive analytics offer powerful ways to augment traditional fall prevention methods. However, real-time wearable monitors provide an even more strategic solution, enabling continuous monitoring not only for bed exits but also for other critical transfer points—such as from chairs, bathrooms, and hallways.
Hospitals that integrate these AI technologies can:
- Close the gap between risk identification and prevention
- Achieve measurable reductions in falls and injuries
- Align with CMS1017v1 standards
Introducing OK2StandUP: Real-Time Fall Prevention Technology

OK2StandUP is a Class I FDA-registered medical device that provides real-time, AI-driven fall prevention technology for hospitals and nursing homes. It delivers predictive alerts within 3–6 seconds of a patient’s intent to sit up, enabling caregivers to intervene before the patient attempts to leave the bed.
Why OK2StandUP Stands Out:
- Fastest alert system (5X faster than camera-based solutions)
- Location-agnostic — not tied to room-specific equipment
- Scalable and affordable for widespread use
Clinical Results
In five product evaluations covering over 4,500 monitored hours and 44 high-risk patients, OK2StandUP — a leading solution in predictive fall monitoring — recorded zero fall incidents.
ROI Example: In a hospital with 500 inpatient falls annually, preventing even 25% could save over $4.3 million per year.
Aligning with Joint Commission Mandates
OK2StandUP strengthens compliance by:
- Promoting Continuous Monitoring: Beyond static fall risk scales.
- Enabling Rapid Response: Predictive alerts within seconds of intent to sit up.
- Supporting Quality Improvement: Real-time physical activity data insights.

Why Now?
With growing regulatory pressures, including the upcoming CMS1017v1 public reporting requirements, hospitals face both financial and reputational risks if fall rates remain high.
By augmenting existing evidence-based fall prevention protocols with AI for hospital fall prevention solutions like OK2StandUP, hospitals can achieve measurable reductions in fall incidents, protect revenue, and proactively meet evolving quality standards.
Conclusion: A Safer, Smarter Standard of Care
The landscape of healthcare safety is shifting — moving from reactive to proactive solutions. OK2StandUP’s AI-driven system empowers caregivers, reduces preventable harm, and aligns with evolving regulatory expectations.
Ready to move toward zero falls?
Schedule a demo today to learn how OK2StandUP can help transform your fall prevention program and achieve better alignment with CMS1017v1 standards.
A Personal Note from Dr. Eunice Yang (CEO)

Throughout my journey to develop a solution that empowers caregivers to prevent patient falls, I spent over 150 nights embedded within healthcare communities across Pennsylvania and New York. In candid conversations with Chief Nursing Officers and Patient Safety Directors, one truth stood out: the gap between identifying fall risk and taking timely action remains a persistent challenge.
At OK2StandUP, we’re committed to closing that gap. If you're ready to explore how our technology can help your team move closer to zero falls, I invite you to connect with us. Together, let's build a safer, smarter future for patient care—one step at a time.
Kind regards,
Eunice Yang, Ph.D.
Founder and CEO
OK2StandUP Inc.
Related Blogs

Transform care through knowledge! Subscribe to our blog and keep up to date with advances in senior care.
We're committed to your privacy. OK2StandUP uses the information you provide to us to contact you about our relevant content, products, and services. You may unsubscribe from these communications at any time. For more information, check out our privacy policy.
