AI Research for Retail and CPG Brands
How synthetic consumer panels are replacing the slowest, most expensive habit in consumer goods...
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Tag: CPG Research
CPG Research
Consumer packaged goods is the category where market research is most needed and most often skipped. Launch decisions get made on the strength of a flavour profile and a co-packer relationship. Concept testing happens, when it happens, with a focus group of 12 people in Chicago. Pricing is set by reference to the nearest competitor. Then the product launches, and 60 percent of the time it fails within 18 months. The CPG launch failure rate is the most consistent number in the entire research literature, and it has not improved in 30 years.
The articles in this collection are about using synthetic research to fix the specific places where CPG research breaks down: launch validation before commitments to packaging and trade spend, beverage brand testing across multiple geographies and demographics, and the wider case for AI-powered diligence as a routine layer in the CPG product development cycle. The category is also a major target for FishDog's outbound work, so we have a particular interest in getting this right.
What you'll find
- How CPG Brands Use AI to Prevent Launch Failures — the specific synthetic study designs that catch flawed launches before they ship to retail.
- AI Research for Beverage Brands — applying synthetic methods to a category that historically over-relies on focus groups.
- AI Research for Retail and CPG Brands — vertical playbook for major retailers and consumer brands.
- Plus: 150+ documented CPG launch failures in our research files, used to validate where synthetic methods would have caught the problem early.
Validate a CPG concept before commitments at fish.dog
How CPG Brands Use AI to Prevent Launch Failures
In 2022, Hershey's launched Reese's Plant-Based Peanut Butter Cups to considerable fanfare. The logic appeared watertigh...
Read ArticleFrequently Asked Questions
Why is synthetic research useful for CPG brands?
CPG product development cycles favour fast iteration. A traditional concept test takes 6-8 weeks for a single concept against one segment. Synthetic research can test 10 concepts against 50 demographic permutations in two days. The compressed cycle time allows CPG brands to fail fast on weak concepts before committing trade spend, packaging investment, or retail listings.
What is the CPG launch failure rate?
The widely cited statistic is that 60-80% of new CPG launches fail within 18 months of shipping to retail. This number has been remarkably stable across decades and across categories. Most of these failures are caused by problems that pre-launch research would have caught: weak concept, wrong price, ambiguous positioning, missing claim. Synthetic research is particularly useful at catching these issues at low cost.
Can synthetic research replace focus groups in CPG?
For most quantitative questions, yes — concept testing across many demographic permutations, pricing sensitivity, claim testing, packaging preference. For deep qualitative exploration of novel categories or genuinely surprising consumer behaviour, traditional focus groups still earn their place. The articles in this collection cover where each method is strongest.
Which CPG categories use synthetic research most?
Beverages (especially functional and alcoholic) and snacks are the most active early adopters in 2026, driven by short product life cycles and intense category competition. Personal care, plant-based foods, and pet food are growing categories. Slower-moving categories (laundry, household paper) tend to lag in adoption.