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Using AI Agents to Fix Missed Appointments

The Owner Press by The Owner Press
December 26, 2025
in Newswire
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David Karandish, Founder & CEO of Capability

City Well being Plan scheduled 794,322 patient visits in 2022. Solely 457,722 individuals confirmed up.

The lacking 336,600 appointments price the New York well being system income, burned out their suppliers with fixed rescheduling, and compelled sufferers to attend weeks for the care they wanted. City Well being Plan isn’t alone. Missed appointments drain $150 billion from U.S. healthcare every year, in accordance with analysis revealed within the Annals of Household Drugs.

Healthcare methods have tried to repair this with cellphone timber and e mail reminders. These instruments can’t clear up the issue as a result of they deal with each affected person the identical. A 28-year-old working two jobs wants completely different communication than a 65-year-old retiree. Somebody with out dependable transportation faces completely different boundaries than somebody who merely forgot their appointment.

Safe AI automation can determine which sufferers are most definitely to overlook appointments and assist workers attain them with the precise message on the proper time.

Conventional Outreach Doesn’t Work Anymore

Younger sufferers, underinsured sufferers, and non-English audio system miss appointments on the highest charges, in accordance with the Annals of Household Drugs examine. These teams face actual boundaries that generic reminder emails can’t clear up. Transportation falls by means of on the final minute. Work schedules change with out warning. Life will get in the way in which, and a textual content message despatched three days early doesn’t assist somebody whose automobile broke down that morning.

The operational harm compounds rapidly. Suppliers overbook their schedules to compensate for anticipated no-shows, which creates hour-long waits when extra sufferers present up than anticipated. Contact heart brokers spend hours on the cellphone dealing with routine appointment confirmations and reminders, one affected person at a time, whereas a whole bunch extra sit on maintain. City Well being Plan confronted 3,000 appointments every day. No workers may bodily name each affected person to verify, so that they needed to guess which of them to prioritize.

Staff burnout stays high when the identical issues repeat week after week with out decision. Brokers waste time on low-risk sufferers who would have proven up anyway as an alternative of specializing in the high-risk circumstances that truly want human intervention. Schedulers play Tetris with appointment slots whereas suppliers rush by means of visits to remain on schedule. 

AI Predicts Who Gained’t Present Up

Prediction algorithms hit 85-90% accuracy in flagging appointments prone to be missed earlier than they occur. These fashions floor patterns in affected person age, insurance coverage standing, distance from the clinic, supplier expertise, appointment historical past, and even climate circumstances. 

This accuracy modifications how workers spend their time. As an alternative of guessing which 400 sufferers out of three,000 every day appointments want a name, workers contact the 400 sufferers the algorithm flags as high-risk. They’ll direct sources to sufferers who want reminders, transportation assist, or schedule flexibility. Time goes the place it makes a distinction as an alternative of into generic reminders despatched to everybody on the schedule.

City Well being Plan added simply 1.5 full-time workers members to deal with these focused calls. These workers made about 400 calls per day to sufferers the AI recognized as most definitely to overlook their appointments. The well being system didn’t want to rent dozens of schedulers or construct an enormous name heart; they only wanted the precise details about which sufferers to achieve. Inside three months, present charges for the highest-risk sufferers elevated by 154%.

Textual content Messages and AI Brokers Get Outcomes

Figuring out high-risk sufferers is simply half the answer. Healthcare methods additionally want to speak successfully with hundreds of different sufferers on the schedule. AI-powered methods can deal with routine duties by means of SMS, chat, and voice channels. This frees workers to focus their time on the 400 high-risk sufferers flagged by prediction algorithms who want private calls, transportation help, or schedule flexibility.

These AI methods deal with appointment confirmations, rescheduling requests, and prescription refills across the clock. When a affected person texts to cancel on the final minute, AI can automate a message providing to transform the go to to a same-day telehealth appointment. The system helps a number of languages with out requiring interpreter scheduling, which removes delays that always trigger sufferers to surrender on cellphone calls. When docs at City Well being Plan referred to as high-risk sufferers instantly to supply same-day digital visits, practically 100% accepted.

Cease Leaving Cash and Sufferers Behind

The expertise to chop no-shows already exists. Healthcare methods don’t want to just accept 40% no-show charges as inevitable. They should cease counting on cellphone calls and generic e mail reminders to achieve sufferers dealing with actual boundaries to care. 

AI prediction fashions present workers which sufferers need assistance. However prediction alone doesn’t repair the issue. Healthcare methods want platforms that may act on that info with out requiring dozens of recent hires or months of implementation. The methods that work combine with present EHRs, function throughout the channels sufferers already use, and free workers to deal with the conversations that truly require human judgment. 


About David Karandish
David Karandish is Founder & CEO of Capacity – an enterprise SaaS firm headquartered in St. Louis, MO. Capability is a assist automation platform that makes use of AI to deflect emails, calls, and tickets so inside and exterior assist groups can spend extra time doing their greatest work.

Previous to beginning Capability, David was the CEO of Solutions Corp. He and his enterprise companion Chris Sims began the father or mother firm of Solutions in 2006 and bought it to a non-public fairness agency in 2014 for $960m.

David sits on the boards of Create a Loop (a pc science schooling non-profit tackling the digital divide by instructing children to code). David was additionally an early investor and board member at Nerdy (NYSE: NRDY), an on-demand, real-time studying platform within the ed tech house.



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