Object counting with computer vision sounds straightforward. In practice, it is one of the most technically nuanced CV deployments you can attempt. This is a complete map — from first principles to live production — including how Cluedo Tech solved it.

The modern warehouse is being transformed by AI that can see — identifying items, tracking movements, detecting errors, and optimising space in real time. Here's how it works and what the numbers look like.

Introduction The statistics are uncomfortable. Depending on which research you read, somewhere between 70% and 85% of enterprise AI projects fail to move from pilot to sustained production. This is not because the technology doesn't work. The demos work. The pilots work. The proof-of-concepts impress the boardroom. The failure happens in the journey from controlled experiment to live, scaled, operationally embedded system. And the failures are not random — they follow a patte