Technology Guides

In-depth technical articles on electronic monitoring technology

GPS ankle monitor on ankle worn by pretrial defendant under community supervision
· Technology Guides

Pretrial GPS Ankle Monitor Guide: 5 Technology Requirements Courts Demand in 2026

Pretrial GPS monitoring has shifted from a niche alternative to mainstream judicial practice. In 2026, more than 14 US states have introduced or enacted legislation expanding pretrial electronic monitoring, the UK has made GPS tagging a presumptive condition for prison leavers, and Harris County, Texas invested $1.4 million specifically to strengthen its GPS ankle monitor […]

Read More →
OmniLink OM500 GPS ankle monitor front view — Sentinel Offender Services one-piece tracking device
· Technology Guides

OmniLink OM500 Ankle Monitor Review: Sentinel’s GPS Workhorse vs Next-Generation Alternatives in 2026

When DuPage County, Illinois signed a $678,000 electronic monitoring contract with Sentinel Offender Services in January 2026, the OmniLink OM500 was the hardware at the center of the deal. The same device sits on thousands of ankles across Georgia, Michigan, Florida, and Hawaii through NASPO ValuePoint cooperative procurement agreements. If you’re evaluating GPS ankle monitors […]

Read More →
· Technology Guides

ICE Ankle Monitor Expansion to 54,000 Immigrants: Why Agencies Need Next-Gen GPS Technology

The U.S. Immigration and Customs Enforcement program tracking immigrants via GPS ankle monitors has tripled in 12 months — from 17,000 devices in early 2025 to nearly 54,000 in August 2026. This massive expansion, driven by an internal ICE memo directing staff to place ankle monitors on all Alternatives to Detention participants “whenever possible,” exposes […]

Read More →
Scotland County Detention Center barbed wire fence - jail overcrowding crisis with 187 inmates in 109-bed facility. Source: Spectrum News 1
· Technology Guides

Scotland County’s 171% Jail Capacity Crisis Shows Why Risk-Based Electronic Monitoring Is the Only Scalable Answer

Three correctional officers guarding 88 inmates. That ratio—roughly 1:29—was all it took for prisoners at North Carolina’s Bertie-Martin Regional Jail to overpower staff, seize hostages, and trigger a 10-hour standoff on June 29, 2026. Two weeks later, Sheriff Ralph Kersey of Scotland County issued a formal public safety warning: his 109-bed detention center is housing […]

Read More →
Ankle monitor technology and GPS electronic monitoring equipment for corrections agencies in 2026
· Technology Guides

Why 90% of Ankle Monitor Failures Trace Back to Architecture—Not Manufacturing

After six years managing the CO-EYE product line and personally overseeing deployments in 30+ countries, I’ve reviewed hundreds of agency RFP evaluation reports. The pattern is unmistakable: ankle monitor failures in the field are overwhelmingly architectural, not manufacturing defects. Agencies replace devices thinking they got a “bad batch,” only to encounter identical problems with the […]

Read More →
HMP Wormwood Scrubs prison in London - UK government discusses subcutaneous microchip tracking for offenders amid prison overcrowding crisis
· Technology Guides

Microchips Under the Skin: Why the UK’s Dystopian Offender Tracking Proposal Reveals More About Prison Panic Than Technological Progress

On a weekday morning in May 2025, representatives from Amazon, Google, Microsoft, IBM, Palantir, and Serco filed into a TechUK conference room in London to hear a question from Britain’s Prisons Minister, Lord James Timpson: “What could a digital, data and technology-enabled justice system look like by 2050?” Among the responses — revealed only now […]

Read More →
AI governance and executive branch rule of law research — examining how artificial intelligence reshapes government power structures and criminal justice oversight
· Technology Guides

Defensible AI in Criminal Justice: Why Accountability Architecture Matters More Than Algorithm Accuracy

A federal judge in the Southern District of Texas issues a standing order requiring attorneys to certify that no AI-generated content in their filings was used without human verification. Across the Atlantic, the Law Society of New South Wales convenes its most intensely debated panel in years on AI adoption. Meanwhile, legal scholars at Lawfare […]

Read More →
CO-EYE GPS monitoring platform dashboard showing cross-agency location data intelligence analysis
· Technology Guides

From Raw GPS Data to Cross-Agency Intelligence: How CO-EYE Monitoring Turns Location Streams Into Actionable Supervision Insights

A probation officer reviews a caseload of 80 offenders. Each one generates a GPS fix every five minutes—that is 1,152 data points per person per day, or 92,160 across the caseload. Scroll through any monitoring dashboard and the problem is obvious: thousands of dots moving across a map, but no narrative, no pattern, no intelligence. […]

Read More →
Wrist-worn electronic monitoring device waterproof IP protection failure analysis for GPS ankle bracelet programs
· Technology Guides

Wrist-Worn Electronic Monitoring Devices: The Waterproof Problem Nobody Talks About

By JR Rodrigues, Technical Advisor — REFINE Technology The electronic monitoring industry is seeing a quiet but significant shift toward wrist-worn tracking devices. Sold as “more discreet,” “less stigmatizing,” and “consumer-friendly,” these wristband-style GPS and BLE monitoring devices are marketed to agencies looking for lighter-touch supervision options. There is genuine appeal in a device that […]

Read More →
· Technology Guides

Ankle Monitor False Alarms: Why Tamper Detection Technology Determines Your Program’s Credibility

By JR Rodrigues, Technical Advisor — REFINE Technology Every GPS ankle bracelet generates alerts. Some of those alerts represent genuine threats — a cut strap, a defendant fleeing the jurisdiction, a curfew violation. But a troubling percentage of alerts generated by electronic monitoring systems are false alarms — triggered by sweat, skin dryness, physical activity, […]

Read More →