The problem: measure a catch from a photo, and trust it

Competitive fishing runs on measurement and honesty, and both are hard to enforce from a phone photo submitted in the field. Two questions have to be answered at once: how long is this fish, really, and has the image been manipulated to make it look bigger or to reuse an old catch? Human judges cannot scale to thousands of live submissions, and simple rules are easy to game. This is a measurement-and-verification problem, and it is exactly the kind of narrow, high-value task a small, purpose-built model is good at.

This is one piece of a larger framework we built and operate in production. The full picture — and how it applies to your business — is in the playbook.

We specialize in healthcare because it is the hardest vertical — strict HIPAA regulation, PHI handling, BAA chains, and zero tolerance for failure. If we can build it for healthcare, we can build it for any industry. We work across verticals.