Data AnalysisVerified
Reviewed and published by trentmaziarz, July 9, 2026. Discovered and drafted by our automated research pipeline.
iRobot deployed Enhanced Dirt Detect Technology in the Roomba Combo 10 Max (2024), adding camera-based visual analysis to existing sensor-based dirt detection so the robot can spot dirty floor areas and make multiple cleaning passes in those spots up to eight times more frequently than previous models.
Details
Earlier Roomba models used acoustic and optical sensors to detect concentrations of debris, triggering Dirt Detect mode. The Roomba Combo 10 Max extended this with a camera that visually pinpoints dirt on the floor surface, enabling the robot to identify the dirtiest areas more reliably and increase targeted repeat passes. This enhancement is part of the iRobot OS intelligence platform and works alongside the machine learning-based mapping system.
Products affected
Roomba Combo 10 Max
Sources & Evidence
Company Disclosure
Cite this record
Trace Foundation. (2026). iRobot: iRobot deployed Enhanced Dirt Detect Technology in the Roomba Combo 10 Max (2024), adding camera-based visual analysis to existing sensor-based dirt detection so the robot can spot dirty floor areas and make multiple cleaning passes in those spots up to eight times more frequently than previous models (data as of 2026-08-04) [Data set record]. AI Trace. https://www.aitrace.org/r/practice/36385838-0186-40e0-8511-443f80709801. Accessed October 8, 2026.
- Stable link
- https://www.aitrace.org/r/practice/36385838-0186-40e0-8511-443f80709801
- Data as of
- August 4, 2026
- Last verified
- August 4, 2026
Other practices by iRobot
RecommendationiRobot deployed iRobot OS across its Wi-Fi-connected Roomba and Braava robot products to analyze each user's cleaning history and habits and offer personalized schedule recommendations, suggested clean zones, and keep-out zone proposals through the iRobot Home App. This platform launched publicly in August 2020 as iRobot Genius and was rebranded as iRobot OS in May 2022.OtheriRobot deployed AI-based home mapping and navigation systems across its Wi-Fi-connected Roomba robot vacuums, enabling robots to build and remember floor plans of users' homes, navigate rooms systematically, and allow users to direct cleaning to specific rooms or zones. This capability has been progressively expanded since its introduction in the Roomba 980 in 2015.OtheriRobot deployed PrecisionVision Navigation, an AI computer vision system, in select Roomba robot vacuums to identify and steer around household obstacles such as pet waste, charging cables, socks, and shoes during cleaning runs. The feature is available on Roomba j-series and Plus 500 models sold globally.
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