Voxel is the closest thing on this list to a like-for-like platform: it runs on the IP cameras a site already has, it publishes a broad industrial detection set and it names its customers and their numbers. So the honest comparison is narrow and specific: what happens at the moment of a detection, where full-resolution video sits and whether security is in scope at all.
Both platforms read the IP cameras a site already runs, so the switch changes what sits behind them and what closes the loop after a detection. Both rows describe what each vendor publishes.
Four moments when industrial teams running a safety and risk platform start this conversation. If none of them are true, staying put is a reasonable answer.
Voxel's published scope is safety, operations and risk management for industrial sites: ergonomics, PPE, vehicles, spills, obstructions, blocked exits. A perimeter, intrusion or access detection set is not publicly specified. When the yard, the dock at 02:00 or the fence line becomes somebody's problem, the estate ends up with a second video platform reading the feeds the first one already reads.
Voxel describes a complete end-to-end platform from detection to resolution, which is exactly what a safety program needs during the day. What is not publicly specified is any on-site response at the moment of a detection: no audio, strobe or horn behavior appears on its pages. If your worst events happen on nights and weekends, the question is what closes the loop when the review queue is empty because nobody is in it.
Voxel states it works with over 95% of existing IP cameras and deploys to any site in 48 hours. That leaves a specific, answerable question: which of your cameras are in the rest, and what happens to the older analog runs in the buildings nobody has recabled. Analog handling is not publicly specified. Ask both vendors to name what they will and will not take from your actual inventory.
Voxel publishes a hybrid cloud architecture with SOC 2 Type II, ISO 27001 certified data centers, TLS 1.2 in transit and AES-256 at rest, which is a stronger posture than most vendors in this category state. Where full-resolution video is held, and for how long, is not publicly specified. When legal or a customer audit asks that question directly, it needs an architecture answer rather than a certificate.
The structural differences that decide whether a switch is worth starting.
Swipe the table sideways to see every column.
Voxel data comes from Voxel's own public platform, solutions and security pages, read August 2026. Where Voxel publishes nothing, this table says so rather than guessing.
A rollout that keeps coverage live throughout. Most sites go live inside six weeks.
Inventory the fleet per site: manufacturer, model, resolution, codec and network path, and mark two groups specifically. The cameras that never made it onto Voxel, and the analog runs in the older buildings, because those are where the two platforms differ rather than agree. Alongside that, list the detections live per zone today and the reporting your insurer, your risk committee or your customer audits actually receive, because that output has to survive the move.
Run one site on both at once for a fortnight. Voxel keeps detecting while Spot AI reads the same feeds, and the overlap is the point: identical footage is the only fair test of detection quality, of what each one misses and of what happens after. Pick the site with the constrained uplink or the oldest camera corner rather than the best-instrumented one, because that is where architecture shows up instead of a feature list.
Move site by site rather than estate-wide, keeping Voxel live at each site until its replacement has run a full week against the same zones. Cameras do not move and cabling does not change, so a site cutover is a configuration change plus an IVR. Carry the monthly reporting across before the last site rather than after, because a gap in the safety trend line is the thing a risk committee notices first.
Once safety coverage is at parity, the work moves to the two things the old scope did not cover. Bring the perimeter, the dock and the yard onto the same feeds, and decide what fires on site at 03:00 rather than what gets queued for review. Then add the operations agents for SOP adherence and dwell, and build an Iris detection for something specific to your process.
The six that come up in every one of these conversations.
Most switches start before the contract ends, because assess and pilot cost little and the comparison is more honest with both live. Run the pilot on one site during the overlap and time the estate-wide cutover to the renewal date rather than paying twice across every plant.
No, and the plan makes that structural rather than a promise. Voxel keeps detecting at each site until its replacement has run a full week against the same zones, the cameras never move and sites cut over one at a time. If a site fails its sign-off test, that site stays where it is while the others proceed.
Camera reuse is common ground and the accuracy figure is Voxel's own published number, so neither is the reason to move. What changes is what happens next, where the video sits and how much of the site is in scope: an on-site response through standard speakers, full-resolution video staying on the Intelligent Video Recorder and security agents on the same feeds as the safety ones.
Voxel does not publish retention or export behavior, so that answer has to come from your account team in writing rather than from a website. Ask for it during assess, export the incident record and the trend reporting your risk committee depends on and confirm the format before the subscription lapses rather than after.
That cost is real and worth naming. The offset is that most of the replaced work is investigation and reporting, where search in plain English removes the scrubbing. Budget the full fortnight of pilot overlap so the team compares both on their own floor and their own incidents rather than on a demo reel.
Anyone answering without two quotes is guessing. The structural difference is what the money buys: a safety and risk platform against one that also covers security on the same cameras. Quote both against the identical site list, include installation on each side and count the vendors you would still need afterwards.
Bring a camera list and we will tell you what works as it is.
Customer-reported outcomes from named Spot AI customers.
Staccato went from first conversation to full deployment across an 800-acre campus in seven weeks, on the camera infrastructure it already had.
Bridge33 Capital standardized video across 25 plus properties, each acquisition arriving with a different camera system, and cut footage search from hours to minutes.
The YMCA of Greater Richmond deployed 17 locations in two weeks and standardized retention across the estate.
"Within four minutes of the alarm going off, Spot AI gave us video footage of the incident on the responding officers' phones. We had five recoveries within the hour."
No. Voxel states it works with over 95% of existing IP cameras, and Spot AI is camera agnostic in the same way: any IP camera speaking ONVIF or RTSP works as it is, with legacy analog coming in through the Intelligent Video Recorder. Nothing on the wall moves and no coax is pulled.
Most estates are live inside six weeks: a week to assess, a fortnight of pilot on one site, then site-by-site cutover. Voxel publishes 48 hours to deploy a site, so neither platform is the bottleneck here. The timeline scales with how many sites you have rather than how many cameras sit inside each one.
Voxel does not publish where full-resolution video is held or for how long, so this belongs in a written answer from your account team during assess. Export the incidents attached to an open claim, an investigation or a legal hold before the subscription lapses, because that window closes with the contract.
Yes, and the plan depends on it. The pilot phase runs one site on both at once so detection quality and the response after a detection can be compared on identical footage. Voxel keeps detecting at every site until that site's replacement has passed a full week of sign-off.
Scope and what closes the loop. Voxel covers safety, operations and risk management on a hybrid cloud architecture, with resolution handled inside the platform. Spot AI runs 15+ pre-trained agents that add security to the same feeds, acts on site through AI Talk Down, strobes and horns on standard speakers and keeps full-resolution video on the Intelligent Video Recorder.