General operational and educational information for corrections professionals. Not legal, medical, or compliance advice, and not a certification of compliance with any law or standard. Policies and standards vary by agency and jurisdiction; follow your facility's policy and your own legal, medical, and professional advisors.
Coverage of jail monitoring technology tends to split into two unhelpful stories: the vendor press release and the dystopia piece. The useful story is in between and it is mostly about evidence. This page gives background on the category, the claims that should be treated skeptically, and the questions that produce real answers.
County jails hold a largely pretrial population that turns over constantly, are usually understaffed, and mostly already have cameras that nobody is watching in real time. The technology in this category applies continuous review to those existing feeds and raises possible events to a person.
The honest description of the benefit is earlier awareness and a better record. Not prediction, not prevention, not autonomous action.
The honest description of the risk is that more observation of people in custody produces more recorded detail about them at their most vulnerable, and that retention, access, and purpose limits are what determine whether that is handled responsibly. That tension is real and worth reporting.
Any accuracy or detection percentage. Ask for the denominator, the data set, the definition of a detection, and who ran the evaluation. In this category those figures are frequently unfalsifiable as stated. Virtual Patrol does not publish one.
Any claim that an incident was prevented. A near miss is not a proven prevention. It cannot be established that an outcome would have occurred.
Any claim of compliance or certification against a correctional or security standard. Accreditation and compliance determinations belong to accrediting and oversight bodies, not to vendors.
Any suggestion of autonomous action. Ask specifically what happens when the system flags something and whether a person is required before anything occurs.
Facial recognition. Ask directly. Virtual Patrol does not use facial recognition.
Superlatives such as first in the country. Ask what independent source establishes it.
To a facility: what areas can you not see, and is there a dated document that says so. What corroborates your overnight observation rounds. What is your video retention period, and how does it compare to your jurisdiction's notice period.
To a facility: how long between the first visible sign of the incident and the first staff response, and how do you know that number.
To a vendor: what happens when the system is unsure. Who reviews. What is recorded. What data leaves the building. What does the contract say about data at the end of the term.
To a county: what was requested, when, and what was funded. Written, dated funding requests are public-interest documents and they frequently exist.
To everyone: what is the difference between a round and a contact, and which one does the record show.
Useful background pages: what Safety Intelligence means, what jail video can and cannot prove, human-in-the-loop, privacy by design, and transparency.
Research material and methodology are on the research page and the methodology page.
Virtual Patrol Technologies does not comment on individual facilities, individual incidents, or customer deployments without the customer's participation. Questions about a specific county should go to that county.
For background interviews or technical questions, use the contact page. Corrections doctrine on this site is reviewed for operational accuracy by Michael Ranes, Chief Corrections Strategy and Standards Officer.
No. No system does. The claim worth examining is earlier awareness of an event already in progress, which is a much narrower and more defensible statement.
No. Virtual Patrol does not use facial recognition. It is a fair question to ask any vendor in this category directly, and the answer should be in writing.
No. Compliance and accreditation determinations belong to the accrediting or oversight body. Treat vendor compliance language as a claim requiring specifics.
Because a meaningful figure requires a defined denominator and an independent method, and figures published in this category usually have neither.
Not without that facility's participation. Questions about a county's operations should go to the county.
Frequently. Written funding requests, coverage assessments, and monthly safety review records all tend to exist and are often more informative than vendor material.
