That work got me curious about food safety and quality specifically — how early signals of a product issue tend to show up in reviews, complaints, and QA channels well before they become a recall or a bigger problem. I'm here mostly to learn from people who actually do this day to day.
Welcome! My opinion on your original question is that recalls won't necessarily be predictable from customer reviews. Recalls and reviews/complaints can both stem from a single root cause of weaknesses in FSQ systems, but my hunch is that signals in complaints and reviews would not be reliably predictors of recalls. There will be an extremely high noise (reviews/complaints) to signal (recalls) ratio.
In fact, recalls MAY be an indicator of a Quality System that is working well. At SQF Unites, they presented data that amongst SQF facilities that had recalls over the past year, the average (or median, I don't recall fully) SQF score was 94 (out of 100). A pessimist would view that as an indictment of the system, in that high scoring facilities are having recalls whereas an optimist might argue that recalls are a necessary function of a properly functioning FSQ system.
That being said, I come from a career of manufacturing quality, and landed in a food role 3 years ago. So I'm not super experienced like some of the other forum veterans.
Edited by LostInTheWoods, 01 July 2026 - 12:43 PM.
