Unverified50% confidenceFactExact time
Industrial field experience indicates that approximately 40%–60% of the causes of robot project failures are unrelated to technical performance, but instead stem from low worker acceptance, unredesigned operational processes, and the lack of control and intervention means for frontline personnel.
1
Sources
50%
Confidence
Long-term
Relevance
9/30/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedCommon reasons for the failure of general-purpose home robots include scattered functionality, poor cost-performance ratio, novelty wear-off, and insufficient reliability.79% similarUnverified机器人任务的分布外（OOD）失败会直接引发物理后果，如损坏物体、伤害周围人员或造成设备故障，这与图像分类等纯感知任务不同74% similarUnverifiedMany robots perform well in laboratory environments, but fail when entering complex real-world settings such as factories and warehouses due to poor human-machine communication and broken process integration.73% similarUnverifiedA 2023 DeepMind study showed that approximately 30% of robot training failures could be traced back to poorly designed reward functions73% similarUnverifiedA single average success rate metric cannot adequately assess the deployment risk of a robot policy, because the policy may exhibit catastrophic failures in a critical minority of scenarios.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/962652API
curl https://kongchang.com/api/v1/knowledge/claims/962652MCP
get_claim(id=962652)