Turing Labs today released a report revealing a structural gap in 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 trend and commercial opportunity, 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:
- R&D is trapped in rework. 62% 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.
About Turing Labs
Founded in 2019 and backed by Y Combinator and Insight Partners, Turing Labs is the innovation platform purpose-built for CPG product development. With six years of production deployments inside some of the top 20 CPG enterprises, Turing digitizes formulation expertise to help R&D teams find winning formulas faster, surface revenue and cost opportunities across the portfolio, and bring products to market faster.
Methodology: The survey was conducted in Q1 2026 in partnership with an independent research firm to capture the pulse of 290 senior leaders at CPG companies. To access full report, please reach out to the media contact.
View source version on businesswire.com: https://www.businesswire.com/news/home/20260622876907/en/
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