Above-ground pools get served badly by this category, because most reviews just rank inground robots and note which ones “also work” above ground. The geometry is genuinely different and three things follow from it.
The cove is where the debris goes
An above-ground pool has a radiused cove where the flat floor meets the wall, formed by the cove material under the liner. Debris collects there, not in the middle of the floor. A robot optimized for large flat expanses will do a beautiful job of the middle and leave a continuous ring of sediment around the edge.
What works is edge-biased cleaning: the WYBOT B1’s quad-roller brush arrangement is explicitly aimed at the floor-to-wall junction, and Maytronics’ AG model is designed around the cove rather than adapted to it. If you have ever thought “it cleans everything except the edge”, this is why.
Weight is a hard constraint, not a preference
You lift the machine over a four-foot wall, usually from a ladder or a deck, usually while reaching across water. A 29 lb inground flagship is not a reasonable thing to do that with twice a week, and in practice people stop. The light machines on this page — the Scuba SE in particular — get used, which is worth more than a better spec sheet that sits in the shed.
Wall cleaning is usually the wrong goal
Above-ground walls are vinyl liner over steel or resin. They are thin, they flex, and scrubbing them aggressively is a genuine risk to the liner — not a theoretical one. Maytronics’ AG model deliberately stays on the floor and cove for exactly this reason, which reads as a missing feature and is actually a design decision. If your walls have algae, treat the water and brush them by hand with a soft brush; the vinyl-liner page goes into the liner question properly.
The pump problem
Many above-ground pools run a small cartridge pump with modest flow, which rules out suction-side cleaners entirely — they need sustained flow your pump may not have. It also means your filtration is working harder than an inground system would, so a robot that filters independently is doing more useful work here than it would on a pool with a proper pad. If your pump is out of action entirely, this guide covers the options.
Soft-sided and Intex pools are a separate case
If your pool has an inflatable top ring or a frame-and-fabric wall, the floor is not flat and not rigid, and several machines on this page will struggle. That has its own page: Intex and soft-sided pools.
A skimmer is unusually effective above ground
Above-ground pools are shallow, so debris reaches the floor quickly, and their skimmers are typically small single-basket units. A solar surface skimmer intercepts debris before it gets down there and costs nothing to run. The Betta SE is on this page because it is one of the few explicitly rated for above-ground use rather than assuming a hard coping edge.