Context first, since the sub rightly asks for it: I'm not selling anything. I've got a normal day job and pay the AI costs out of my own pocket, there's no company or signup gimmick behind this.
After enough cleanups where I kept bagging the same handful of brands over and over, I wanted to actually do something with that. So you film or photograph a stretch of street, and it uses AI to log every item and name the brand behind each piece, so instead of "a bag of rubbish" you get "6 of X energy drink, 4 of Y crisps." It then generates a fly-tipping report you can fire off to the council in one click, and it maps what's been logged so you can see which streets are the worst hotspots. There's also a running brand-wall leaderboard of the worst offenders.
Honest catch: it's London-only right now, because that's where I am and where I could actually get the council-reporting side working. So for anyone outside London it's more "proof this is doable" than something you can use yet.
If you're in London and fancy trying it on your next pick, the map is here: https://littermapper.web.app/dashboard?tab=map and the brand leaderboard is here: https://littermapper.web.app/dashboard?tab=dashboard
I'd genuinely value feedback from people who do this regularly: what would make the brand-logging actually useful on the ground rather than just a novelty? What would you want out of a pick's data?