Smartphone-based supervision, explained

What it is, what it replaces, what the research says, and what agencies measured when they moved supervision onto the phone the person already carries. Written for a director, a judge, or a county administrator deciding what to fund.

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What smartphone-based supervision is

Smartphone-based supervision is community supervision run through the phone a person already carries. The person on probation, parole, pretrial release, or a treatment court docket installs an app. The app handles the routine of supervision: scheduled check-ins, automated reminders before court dates and appointments, location context when the court or the officer needs it, two-way messaging with the officer, and a record of every contact. The officer and the supervisor see it all in one place.

You will see it called smartphone monitoring, app-based supervision, mobile supervision, or offender smartphone monitoring. They mean the same thing. The National Institute of Justice describes the category as a cost-effective way to supervise remotely, driven by the ubiquity of smartphones and by agencies wanting a less stigmatizing option than a worn device.

It is not a case management system, and it is not an ankle monitor. A case management system is the agency's system of record. An ankle monitor tells you where a device is. Smartphone-based supervision sits between the two: it is where the supervision actually happens, day to day, and it works alongside the case management system the agency already has.

What it does that a monitor, a phone call, and a paper file do not

  • Check-ins the person can do from anywhere. A scheduled check-in from a job site or a bus replaces a drive to the office that costs the person a shift and the officer an hour.
  • Reminders with a delivery record. Automated court date and appointment reminders, with proof they were sent and received. Missed court dates are the most expensive routine failure in supervision, and reminders are the cheapest fix with independent evidence behind them.
  • Location context, not just a dot. Time-stamped location points, inclusion and exclusion zones, curfew verification, and people-and-places context from the phone. No hardware to fit, charge, or replace.
  • One channel for every conversation. Chat, video, and mass messages to a whole docket, all logged. Phone tag ends.
  • Documentation written for the officer. On RePath, Visit Assist records the visit and writes the note; a note that took 30 to 45 minutes takes about five, and the officer stays the author.
  • Signals a file never had. Impairment risk from normal use of the platform, without a test, and caseload trends a supervisor can act on the same week.

What the research says

Three public bodies have written about the category, and two randomized trials cover the mechanism it relies on most.

  • National Institute of Justice (2023). Smartphone Applications for Community Supervision, a 19-page brief by Osbourne, Camello, Planty, and Russo. It frames the apps as a cost-effective, remote option for agencies under resource constraints, lists the functions they carry (remote reporting, reminders, location tracking, calendars, goal setting, treatment support), and tells agencies to define the target population and the goal before choosing one.
  • Criminal Justice Technology Testing and Evaluation Center (2023, updated 2025). A technology foraging report, the fourth in a series on community supervision monitoring technology. It attributes the growth of the category to cost, the pandemic's push toward remote management, the spread of smartphones, and lower stigma than a worn device.
  • American Probation and Parole Association (2019). Leveraging the Power of Smartphone Applications to Enhance Community Supervision. The issue paper lays out the decisions an agency has to make: personal device or agency-issued, continuous location or periodic sampling, what data is collected and kept, how the app connects to the case management system, and what the agency may and may not do with a person's phone. Those questions are still the right ones to ask a vendor.
  • Science Advances (2025). A randomized trial in Santa Clara County found automated court reminders cut warrants for missed court dates by about 20%, at about $10 to prevent a missed date versus about $2,850 when one happens.
  • Arkansas Community Corrections (2021). A randomized trial found text reminders cut missed supervision appointments by 29 to 30%.

The honest summary of the research: the category is established, the reminder mechanism is proven in randomized trials, and outcome evidence beyond that is mostly agency measurement rather than controlled studies. The numbers below are agency measurements, and they are labeled that way.

Smartphone-based supervision vs hardware monitoring

Smartphone-based (RePath)Ankle monitor
What the person carriesThe phone they already ownA worn device that some employers will not accept
Who can be on itAnyone with a phone; email-only reporting for anyone without oneAnyone the court orders, at the agency's device budget
Location Time-stamped points, zones, curfew verification, people-and-places context Where the device is
Check-ins and reminders Scheduled check-ins, court and appointment reminders with a delivery record
Two-way communication Chat, video, mass messaging, all logged
Visit documentation Visit Assist writes the note
Impairment risk Flags likely impairment without a test
Time to enrollAbout five minutes, in court, before releaseDevice fitting, vendor coordination, a funding step
Cost modelPer officer; the participant pays nothingPer device per month, often about $300 charged to the person, plus about $2,500 per lost device
Tamper-evident worn instrument

The fuller version, with the cost math and the cases where a monitor still fits: RePath vs ankle monitors.

What agencies measured

These are counts agencies made on their own programs, anonymized until each agency clears its name. Sources and detail are on the results page and the State of Community Supervision.

  • Officer time. 8 to 10 hours a week back per officer across our agencies. A state department of corrections measured 765 officer hours returned in a 15-week pilot across three offices and projected about 24,000 hours a year statewide, about 13 positions, which it funded from vacant positions. A state juvenile justice agency counted 11,927 officer hours returned in six months.
  • Jail days. A large Missouri county cut pretrial jail days by more than 60% in year one, about 150,000 days and $3.9 million in state reimbursement. A rural Missouri circuit took a 55-bed jail from 64 people to 33.
  • Adoption. In the state pilot, 70% of people under supervision chose to enroll when it was voluntary, and 86% of officers surveyed recommended a statewide contract. In one state juvenile agency, 1,445 youth were enrolled in a single month once the director set the expectation.
  • Documentation. Missouri agencies produced more than 17,000 compliance reports in a year with one complaint on record. More than 8,500 Visit Assist summaries with zero documentation backlogs.
  • Hardware spend. An Indiana county's supervision technology spend fell from about $100,000 a year to about $15,000. A Louisiana probation and parole district avoided about $20,000 in monitor spend on 200 slots. A rural Ohio county has lost one rental phone in the life of its program, against $2,500 per lost monitor.

Questions to ask any vendor

The APPA paper's questions, in plain English, with how RePath answers them.

  • Personal phone or agency device? RePath runs on the participant's own phone. Nothing to buy, ship, or recover.
  • What about people without a phone? Email-only reporting, so the program excludes no one.
  • Continuous tracking or periodic sampling? RePath provides location from the phone at the level the court or the officer sets: time-stamped location points, inclusion and exclusion zones, curfew verification, and people-and-places context. No hardware either way.
  • How does it connect to our case management system? Your CMS stays the system of record. Most agencies copy the Visit Assist summary into it today; where a connection is built, case data lands in RePath within minutes. We tell you which applies before you sign.
  • Who pays? The agency, per officer. Participants pay nothing.
  • Security? SOC 2 Type II, AES-256 at rest, TLS 1.2+ in transit, hosted on AWS, designed to support CJIS security policy requirements.

Where it is used

How each kind of agency runs it: probation and parole, pretrial services, treatment and specialty courts, juvenile probation, county community corrections, and state departments of corrections. The plain facts about the company: facts about RePath.

Questions people ask about smartphone-based supervision

What is smartphone-based supervision?

Smartphone-based supervision is community supervision run through the phone a person already carries: scheduled check-ins, automated court date and appointment reminders, location context, two-way messaging with the officer, and documentation of every contact in one record. It is also called smartphone monitoring, app-based supervision, or mobile supervision. Agencies use it for probation, parole, pretrial release, and treatment courts.

Is smartphone-based supervision the same as electronic monitoring?

No. Electronic monitoring usually means a worn device, an ankle monitor, that reports where the device is. Smartphone-based supervision runs on the participant's own phone and adds check-ins, reminders, messaging, and visit documentation on top of location context. Many agencies use it instead of a monitor for most of the caseload and keep hardware for the few cases where a court has ordered a worn device.

Does smartphone-based supervision replace ankle monitors?

For most caseloads, yes. One rural Missouri circuit has 95% of its pretrial population on RePath; the rest are in residential treatment. Agencies that run both put the app on everyone and reserve the monitor for the small number of court-ordered cases. A worn device remains the tool when the court requires a tamper-evident instrument.

What if the person does not have a smartphone?

Agencies run email-only reporting for anyone without a smartphone, so nobody is excluded from the program. A state department of corrections was the first RePath agency to run that statewide. The APPA issue paper on smartphone applications notes that 95% of adults aged 18 to 29 own a smartphone.

Can a court order smartphone-based supervision as a release condition?

Yes. Missouri pretrial programs use RePath as the non-monetary release condition, enrolled from the bench in about five minutes before the person leaves the courtroom. A large Missouri county cut pretrial jail days by more than 60% in its first year that way; a rural circuit took a 55-bed jail from 64 people to 33.

Is there independent research on smartphone-based supervision?

Yes. The National Institute of Justice published a brief on smartphone applications for community supervision in 2023, the Criminal Justice Technology Testing and Evaluation Center published a technology foraging report the same year, and the American Probation and Parole Association released an issue paper in 2019. On the reminders that these platforms send, a randomized trial published in Science Advances in 2025 found automated court reminders cut missed-court warrants by about 20%, and a 2021 randomized trial at Arkansas Community Corrections found text reminders cut missed supervision appointments by 29 to 30%.

What does smartphone-based supervision cost?

RePath is priced per officer, not per participant, so the cost does not rise with the caseload and the participant pays nothing. Agencies and judges we work with put ankle monitoring at about $300 per person per month, often charged to the participant, plus about $2,500 for each lost device. RePath runs at about 1/5th the cost of ankle monitoring and about 1/100th the cost of a day in jail. Agency-specific pricing is available on request.

See it on your caseload

A 20-minute call: your officer count, your hardware line, and what supervision on the phone would return.

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