CPG Canary is the GTM Engine for CPG food and beverage. 85% of CPG products fail within two years. Most of those failures follow patterns that are identifiable before launch — price misalignment, margin compression after trade spend, wrong channel fit, timing mismatches. The data to catch these problems exists, but it's scattered across retail platforms, competitive sets, and the hard-won experience of people who've been in the industry long enough to recognize the warning signs. CPG Canary brings all of that together. The platform stress-tests products against live shelf data, verified competitive intelligence, and documented failure patterns across 16 AI intelligence modules. Works on concepts before a dollar is committed and on products already living on a shelf. After analysis, the GTM Engine lets users pressure-test pricing, margins, channel strategy, broker readiness, and competitive positioning with full context retained. Built for anyone making high-stakes CPG food and beverage decisions — founders, brand managers, consultants, brokers, and investors. cpgcanary.ai