When loss-prevention leaders talk about productivity wins, the metric you hear most often is 'CCTV review time'. The benchmark goes: we used to spend 45 minutes scrubbing through footage to find an incident; now we spend two. The implied story is that the AI made the search faster.
That story is roughly right but operationally incomplete. The interesting question isn't how long a manager takes to find the clip, it's how long from the moment something happens until a forward-ready evidence pack is in the right inbox.
What 'forward-ready' actually requires
A police force won't act on a clip alone. They want context: which camera, what time, who was involved, what happened before and after, and, critically, whether this person has been involved in prior events you can evidence.
A forward-ready pack therefore has three components:
- Multi-camera chain, the subject tracked from detection through to exit, with all camera IDs and timestamps logged.
- Append-only audit log, every status change since the event was created, with the user, role, and timestamp.
- Prior-event linkage, if the face matches one we've seen before, the prior events are attached automatically with their own evidence.
Why the KPI matters
Measuring 'CCTV review time' tells you about manager efficiency. Measuring incident-to-forward time tells you about whether you'll actually get a prosecution. The two are correlated but the second one is what your board cares about.
The QuantumEye take
Our Incident Reporting module assembles the pack the moment an event is confirmed: face, clip, multi-camera chain, audit log, prior matches. The manager reviews, adds context, and one-taps Forward to the local force email. The pre-existing 'find the clip' problem becomes a non-problem because the clip is already attached.