The trigger moments that start this conversation, what actually changes on day one, and a four-phase plan that keeps every site recording throughout. Written for security operations teams running an operating layer over the systems they already own.
One platform routes what other systems report and the other reads the scene itself. Neither asks you to replace a camera, so the difference is what an event carries when it reaches a person.
Four moments when teams running a security operations layer start this conversation. If none of them are true, staying put is a reasonable answer.
HiveWatch publishes strong numbers for the job it does: a 90% reduction in false alarms, a 22 second average incident resolution time, and one customer saving $28 million over three years. Those are its own reported customer results and they are about triage. The trigger is different. Filtering can only work with what an alarm already carries, so if your alarms come from motion on a tripwire, better filtering does not turn them into context.
HiveWatch integrates directly with the cameras, access control, sensors and legacy systems already installed, with no rip and replace, which means it sits above a video platform you are also paying for. When both renewals land in the same year, price the combined stack against one platform that records and reasons in the same place. Sometimes the stack wins. Do the arithmetic rather than assuming either answer.
HiveWatch describes human-in-the-loop operations, guided by your own SOPs, with dispatching, incident alerts and mass communications. Speaker, talk-down, strobe or horn behavior is not publicly specified. If your estate has hours or sites with no operator watching, ask both vendors to walk through the sequence at 03:00 on a Sunday and see where the first human appears in each answer.
A security operations layer is scoped to security operations, which is the correct scope for what it does. The moment PPE compliance, dock dwell, forklift near-misses or SOP adherence enter the conversation, the same cameras are being asked to serve a second team with a different definition of an incident, and that is a video-platform question rather than an alarm-routing one.
The structural differences that decide whether a switch is worth starting.
Swipe the table sideways to see every column.
HiveWatch details come from HiveWatch's own site, read on August 14, 2026, and the outcome figures are its own reported customer results. Where HiveWatch publishes nothing, this table says so rather than guessing.
A rollout that keeps coverage live throughout. Most sites go live inside six weeks.
Two inventories, not one. First the cameras per site: manufacturer, model, resolution, codec and network path, which is a coverage map rather than a replacement list, because any ONVIF or RTSP stream connects to the Intelligent Video Recorder as it is. Second the alert sources feeding the console today, split into the ones that originate in a camera and the ones that come from access control, duress devices, sensors or intelligence feeds. The second list decides whether this is a replacement or a change of scope, and drawing it early stops the whole project being argued in the abstract.
Run one site live on both at once. HiveWatch keeps reading the systems it reads today while the IVR records the same cameras, so nothing has to be switched off to run the comparison. Pick the site that generates the most camera-originated alerts rather than the most alarms overall, because that is the population where a platform reading the scene and a platform routing the alarm produce visibly different queues.
Move site by site rather than estate-wide, and keep the two layers on separate dates. Cameras and recording move first, per site, with the previous video platform live until its replacement has run a full week. What the console does with access control, duress alarms and mass communications is a second decision, and there is no operational reason to make both in the same month.
Once coverage is stable, the work moves from parity to what the previous stack could not do: adding safety and operations agents on the same cameras, building an Iris detection for something specific to your process, and setting what fires on site when nobody is watching. Operators who have spent a year triaging other systems' alarms are usually the fastest people in the building at naming what should never have reached them.
The six that come up in every one of these conversations.
Start with your own contract dates for the operating layer and for the video platform underneath it. Assess and pilot cost little and neither requires switching anything off, so run the comparison during the overlap and time any cutover to whichever of those two dates comes first.
No. HiveWatch reads the systems already installed rather than recording video itself, so coverage during a migration is a question about the video platform underneath it. That platform keeps recording at each site until its replacement has run a full week, the cameras never move, and cutover happens site by site.
Correct, and it is the most important line on this page. A security operations center that has to run dispatching, duress devices and mass communications from one console is solving a problem a video platform does not solve. If that consolidation is the requirement, keep it and treat this as a video decision only, or stay put. That is a legitimate reason not to switch.
It is not held by the operating layer, so this question belongs to whichever video platform records it today. Establish the retention and the export format for that platform during assess, get anything under legal or insurance hold out before its subscription lapses, and keep that list separate from the HiveWatch decision entirely.
That cost is real and worth naming, and it is smaller than it looks when the two layers are separated. If the console stays for access control and duress, the operators keep it. What changes is the population of camera-originated events reaching them, which the pilot measures directly: compare a fortnight of queue volume on one site rather than debating it.
Anyone answering this without your site list is guessing. The honest comparison is the whole stack: the video platform of record plus the layer above it, against one platform that records and reasons. Quote both over three years on the identical site list, with hardware and installation itemized.
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. HiveWatch integrates with the cameras already installed and Spot AI reads any camera speaking ONVIF or RTSP, so the fleet carries across as it is. Analog cameras connect through the Intelligent Video Recorder rather than being replaced. Nothing on the wall moves and no coax is pulled.
For the camera-originated half of the queue, yes. For the rest, no, and it should be said plainly. HiveWatch consolidates access control, sensors, duress devices, dispatching and mass communications alongside video. Spot AI is the video platform. Teams whose console problem is breadth across systems are solving something different from teams whose problem is what the cameras can see.
Most estates are live inside six weeks: a week to assess, a fortnight of pilot on one site, then site-by-site cutover. Sites go live individually rather than in a big-bang switch, so the timeline scales with how many sites you have rather than how many cameras.
Yes, and the plan depends on it. HiveWatch keeps reading the systems it reads today while the IVR records the same cameras, so no part of the comparison requires switching anything off. Nothing is retired until the site behind it has passed a full week of sign-off.
HiveWatch is an operating layer over the systems you already run, and it says so plainly: direct integration with existing cameras, access control, sensors and legacy systems, with no rip and replace. Spot AI is the video platform itself, keeping full-resolution video on the Intelligent Video Recorder in the building, running agents where the video is recorded and letting only metadata leave the site.