VIDEO
COMMERCIAL
CAPTIONED
Start recording the moment something goes wrong, hands in shot, film the recovery (what you tried, what failed, what worked) and say aloud what the problem was. Staged failures, footage with the failure cut out, multiple takes and anything unsafe are rejected. Each clip holds a real failure, unsuccessful attempts, a recovery and a spoken description, one clip per contributor, from a global base strongest in Southeast Asia, the United States and Europe. Robot demonstration datasets are overwhelmingly success-only, because teleoperators discard bad takes, and the few failure sets we know of are lab-staged; policies trained that way go silent when reality diverges.
Regions
100+ countries
Updated
What’s in the collection and how it’s delivered.
Data modality
Video
Annotated
Captioned (spoken description of the failure)
Exclusivity
Non-exclusive rights
Capture tool
Phone camera (in app)
Use cases
Failure-aware robot policy training, recovery behavior modeling, anomaly and failure detection in manipulation
Format
MP4 / MOV
Resolution
720p to 4K as recorded, 30 fps typical (MP4, MOV)
Total volume
Available on request
Regions
100+ countries
Purity level
QA review on every submission
Where this data comes from and how it’s licensed.
Every file comes straight from the contributor who provided it and is rights-cleared before it’s listed, so your license traces back to the source.
Contributor
Provides the data and uploads it straight to Kled.
Kled
Clears the rights before anything is listed.
Your team
Licenses it under the terms below.
License terms
Non-exclusive commercial training license.
Consent
Each contributor opted in to this use when they uploaded.
Specs reflect the current collection and may change as new data is added. Final terms are set in your license agreement.



