Insights & Field Notes
Notes from building an AI photo-screening tool for B2B warehouses — computer vision, product decisions, and lessons from our early pilots.
Product
Why we built InvManage on photos your team already takes, not new cameras.
Rack-mounted cameras and edge processors are expensive to buy and slow to install. We bet that a phone in someone's pocket beats hardware nobody wants to maintain.
Product
Why every flag shows a confidence score instead of a simple yes or no.
A model that just says "problem" or "no problem" asks a warehouse team to trust it blindly. We'd rather show our work.
Logistics
What "shrinkage" actually looks like once you can see the photo behind the number.
A quarterly shrinkage percentage hides a lot. A photo of the actual shelf, pallet, or damaged case tells a very different story.