Turing Labs released a report revealing a structural gap in consumer packaged goods (CPG) product innovation at a moment when consumer preferences are shifting faster than at any point in the past two decades.
GLP-1 shifts, clean-label demands and challenger brands have compressed the window between emerging trends and commercial opportunities, yet CPG innovation cycles haven’t kept pace.
Based on a survey of 290 senior leaders at U.S. and European food and beverage companies, the report finds the gap is structural. In 70% of cases, leaders acknowledged that competitors reach the shelf first in the same categories or trend spaces their organizations are actively pursuing. More than 9 in 10 said they cannot consistently launch successful products without compromising on speed, timeline, or feasibility.
“CPG companies do not have an ideas problem. They have an execution-speed problem,” said Manmit Shrimali, CEO and founder of Turing Labs. “Most enterprise AI initiatives are failing because they are not changing the decisions that determine whether a product reaches the shelf. The companies that win will be the ones that rebuild how innovation gets executed with the winning mindset, culture to take risks and systems that turn the right ideas into shelf-winning products at scale.”
Key findings:
- Research and development (R&D) is trapped in rework: Sixty-two percent of R&D time is absorbed by rework and troubleshooting, leaving little capacity for offensive innovation the industry desperately needs.
- The reformulation trap: Over half of new products require costly reformulation within 12 months of launch due to margin pressures or ingredient availability.
- AI adoption is up; impact is not: Only 19% of organizations have embedded AI into daily workflows, and more than 6 in 10 internal AI builds delivered no measurable business impact.
