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Methodology

How we test

Every robot on this site faces the same four-stage protocol. Scores are comparable across machines and categories because the messes, floors, and obstacles never change.

01

Debris lanes

40% of score

Measured lanes of flour, rolled oats, rice, and pet hair on sealed hardwood and on mid-pile carpet. Each robot runs the lanes twice; we weigh what's recovered from the bin versus what was laid down. The percentages quoted in reviews come straight from these runs.

02

The 12-stain grid

Mopping machines only

A porcelain tile grid with twelve standardized dried messes — coffee rings, soy sauce, orange juice, and footprint grime — aged 24 hours. One pass, then a targeted second pass. We photograph the grid before and after and count clears. Drag-pads, spinning pads, and jet sprays all face the same grid.

03

The obstacle course

Navigation score

A USB cable, a phone-charger brick, a sock, a shoe, and a simulated pet accident, arranged in a fixed pattern, run thirty times in bright light and in darkness. We log every collision, every avoidance, and every false alarm. Mapping speed and coverage completeness are tracked over the same runs.

04

Living with it

App & value scores

After the lab, each robot runs a real household for at least three weeks: pets, crumbs, school mornings. We track how often it needs rescuing, how loud it is, how gross dock maintenance gets, and whether the app helps or fights you. Reliability problems that only appear in week three show up here.

Scoring & independence

Sub-scores (cleaning, mopping, navigation, app, value) are weighted into a single overall score out of 10. Value weighs results against typical street price — a $179 machine doesn't need flagship numbers to score well. We buy or independently source our test units, manufacturers get no preview of reviews, and affiliate commissions play no role in any score. When a firmware update meaningfully changes performance, we retest and update the review with a new date.