Beyond Market Intelligence/shelf audit

shelf audit

shelf audit at Beyond Market Intelligence is a file of one story. The newest of them: “Refining product ID: When similar packages confuse embeddings, what should Stage 2 do?”. A shelf audit tool lives or dies on telling a 1.25L bottle from a 2L one, and that's exactly where this project hits a wall. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every shelf audit story on Beyond Market Intelligence, newest first.

Machine Learning

Refining product ID: When similar packages confuse embeddings, what should Stage 2 do?

A shelf audit tool lives or dies on telling a 1.25L bottle from a 2L one, and that's exactly where this project hits a wall. Cropping works, but the embedding stage fails because letterboxing scrubs away the tiny size text, leaving the model to guess on shape alone. Fine-tuning on hard negatives feels like the right move, though OCR as a second check could break the tie more directly.