Reviews are free product research written by your market. This page maps the recurring themes to the spec lines and document fixes that answer them.
Every review thread in this category reduces to a handful of themes, and each theme points at a specific specification or document. Reading them as engineering input rather than as weather turns support cost into product direction. The themes below recur across markets and platforms.
| Review theme | What it usually means | The fix and where it lives |
|---|---|---|
| "Stops when my cat is nearby" | Entry sensing active during cycles, or too sensitive | Behavior verified and documented, per the sensor guide |
| "Louder than expected" | Unstated cycle noise or night behavior | Figures and night mode on the listing, per the noise guide |
| "Litter sticks to the bottom" | Underfill or wrong litter pairing | Fill line and compatibility text, per the compatibility guide |
| "Liner tore" | Gauge too thin or drawer fit off | Liner spec per the liners guide |
| "App logged me out" | Account or firmware policy gaps | Policy in the agreement, per the app guide |
| "Smaller than pictured" | Exterior-dimension listings | Interior dimensions first, per the size chart |
The discipline mirrors the defect-reference habit on the sourcing side: classify first, then fix the cause. Programs that run this quarter after quarter find their review scores dominant their category, because the market is telling them exactly what to build.
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