Proven against a trusted reference
Tested against the Callebaut Chocolatier’s Kitchen
We ran the Predictor across every shelf-life recipe in Callebaut’s Chocolatier’s Kitchen — more than 250 recipes the book sorts into short, medium and long keeping. None of them were used to build the program, so this was a genuine outside check against a reference the trade already trusts.
On about 93% of those recipes it agreed with the book or was more cautious than it — and it correctly flagged 52 of the 55 genuinely short-life recipes. When it disagrees it almost always says “use it sooner”, not later: exactly what you want from a safety tool.
Where it was more generous than the book, the recipes were borderline — sitting right on the line between two shelf-life bands, where a single step either way is a judgement call. What stands out is how consistently it got it right: it lined up with, or was more cautious than, a reference the trade trusts across the great bulk of the book.
It’s an independent sense-check, not a lab certificate: the program estimates a cautious shelf-life band rather than an exact number of weeks. For anything you sell, confirm with a real keeping trial.