The info you have about how AI is going to "identify potentially bad situations"
When I was still involved in the CPF and NHW stuff, we worked with the security companies and Vuma on a similar project in the Pinetown South Sector 3 area.
We had number plate recognition cams that could match the car to the reg plate and detect trends. The fail point, was of course getting the police to act. Our Sen Super at Metro usually got involved and we had a few stolen vehicles recovered,
The lollipop cams would record footage but finding a specific event was a challenge, and the resolution was shidt.
We realised that we had three challenges, the cam quality, the software and the the fact that cameras are stolen pretty quickly.
We also started playing with cameras sponsored by private security and Vuma that had some smart pattern software. It would recognize general traffic patterns - foot and vehicle - and send us a note where it found something to be a bit suspect. We coupled this up to ESRI ArcGIS to get hot spots.
Unfortunately, we received very little support from the community, the government and local business. I think I had put in about R10 000 out of my own pocket as did a small group of others. Private security were real champions, as were the folks from ESRI.
Where the cams did work well, was where we had access points into the area. The cam would pick up some movement over a key point and alert us.