The problem with these, and all, automated systems that detect EVERYTHING is that current code enforcement hardly detects 0.1% of existing violations, by design. That’s how they roll. They only kick into action when somebody complains.

Think of speeding tickets - how easy would it be for our roadside ALPR systems to time your transit from point A to point B, calculate your minimum average speed to make the trip in that time, and mail you a citation when you’re over the posted speed limit? Not hard at all, but that’s not how speeding tickets roll in this country (and most others, too.) If they really wanted total enforcement, your car already knows when you’re speeding, it can already wirelessly tattle on you to roadside monitors, they could effect 100% citation coverage if they wanted to, but whoever tries that is comitting political suicide.

One of the reasons HOAs are such groaners is that the types of people who run for HOA president occasionally (not always) go in for this “100% enforcement” mentality and due to the utter apathy of HOA residents who can’t be bothered to depose their despot, they can persist in that mode for years. Last HOA I lived in had fearless leaders who “lived in the back” and hired an outside company to write upkeep violations, but only on houses in the front of the neighborhood.

When I lived in a big city with a code enforcement department instead of an HOA system, things went along for decades without much flap, the occasional citation on the really persistently bad violators - as things are expected to work, but then some new neighbors moved in and attended the city-neighborhood meeting and started chanting “just enforce the law, JUST ENFORCE THE LAW” and, so, code inspectors were sent to walk the neighborhood by foot and write every violation they could see from the street. Our 400 houses got more violations written up in one day than the entire city of 40,000 homes received in the prior year.

So, these systems that “observe 13,000 violations in a single week” need to chill out, turn the filters way way up and figure out what the 13 most important violations in the city are each MONTH and work with those property owners to get them fixed. Use the photo-scans to pre-screen citizen complaints, ensure that there’s even a problem worth sending an inspector for when the neighbor says “there’s been a junky car here up on blocks for the past 2 years and somebody needs to do something about it” the records can show whether that’s true, or a gross exaggeration before prioritizing which citizen calls get seen this week and which need to chill out and “wait their turn.”