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Robot Autonomy Classified
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Robot Pool Cleaners

Browse robots by how independently they operate.

Every home robot we track, classified on the Autonomy Ladder (Levels I–V). We assess how independently each robot operates and compare manufacturer claims against published evidence. Classifications reflect evidence-based assessment, not recommendation.

Across the ladder48robots
IManual0IIAssisted23IIIConditional25IVEnvironmental0VGeneralized0
Level
IIIIIIIVV
Status
Showing 23 robots
  • Aiper Seagull SE II
    Robot Pool Cleaners

    Aiper Seagull SE

    Small to medium pools 8,000–15,000 gallons, floor-only, app-free operation
    Verified 69/100 Capable
  • Polaris Freedom II
    Robot Pool Cleaners

    Polaris Freedom

    In-ground pools 12,000–25,000 gallons with routine maintenance focus.
    Provisional 60/100 Capable
  • Aiper Scuba S1 II
    Robot Pool Cleaners

    Aiper Scuba S1

    Sub-30 ft pools, cordless operation, owners avoiding cable tangles.
    Provisional 62/100 Capable
  • Maytronics Dolphin Proteus DX4 II
    Robot Pool Cleaners

    Maytronics Dolphin Proteus DX4

    Moderate pools, routine debris, accepting weekly brush care.
    Verified 62/100 Capable
  • Pentair Prowler 920 II
    Robot Pool Cleaners

    Pentair Prowler 920

    Compact in-ground pools 10,000-15,000 gal, modest storage space, fine-debris loads.
    Verified 71/100 Capable
  • Hayward SharkVac II
    Robot Pool Cleaners

    Hayward SharkVac

    Budget in-ground pools 10,000-18,000 gal, fine-debris loads, manual operation accepted.
    Verified 72/100 Capable
  • Aiper Seagull Plus II
    Robot Pool Cleaners

    Aiper Seagull Plus

    In-ground floor pools 12,000-20,000 gal, cordless operation, moderate maintenance pools.
    Verified 64/100 Capable
  • Aquabot Breeze IQ II
    Robot Pool Cleaners

    Aquabot Breeze IQ

    Compact pools under 20k gallons, floor-only maintenance, budget-first operations
    Verified 66/100 Capable
  • Pentair Warrior SE II
    Robot Pool Cleaners

    Pentair Warrior SE

    Standard in-ground pools, 15k-30k gallons; corded models; low-tech maintenance routine
    Verified 63/100 Capable
  • Polaris 9550 Sport II
    Robot Pool Cleaners

    Polaris 9550 Sport

    Large pools 25k-50k gallons, heavy debris load, cable management infrastructure, professional maintenance
    Verified 65/100 Capable
  • Wybot C1 II
    Robot Pool Cleaners

    Wybot C1

    In-ground vinyl or fiberglass pools, wall-focused cleaning, cable-free cordless operation, algae-prone walls
    Provisional 58/100 Adequate
  • Beatbot iSkim Ultra II
    Robot Pool Cleaners

    Beatbot iSkim Ultra

    Sunny climates, seasonal leaf load, lightweight waterline-only coverage, paired with floor robot
    Verified 63/100 Capable

Our grades are based on published evidence and a consistent classification methodology. They describe capability — not purchase recommendations.

How Autonomy Levels work

Human Readiness Criteria

The Tracker

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