Founded in 2018 by Puneet, who led machine learning teams for seven years, our company emerged from a critical observation about the 80% failure rate of AI projects highlighted by Gartner. Through discussions within the ML community, it became clear that data preparation, being time-consuming, manual, and costly, significantly hindered computer vision AI workflows. Identifying the heavy reliance on human input as a major obstacle, Puneet and his team developed an innovative "Smart feedback loop" technology to automate various stages of the workflow. After refining it through community feedback and securing initial enterprise clients, we now focus on empowering ML teams in automotive, medical imaging, and manufacturing industries by offering a collaborative platform that ensures data quality and accelerates project