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Right now, consumer packaged goods (CPG) companies often lag behind challenger brands when it comes to turning consumer insights into meaningful growth.

From natural pet food to healthy sodas, demand mapping has often surfaced rising trends early, but big brands have then failed to convert those insights into scaled action plans.

The So What

“The recurring theme isn’t that incumbents didn’t see the signals, it’s that they missed the urgency for action. They couldn’t translate early demand clarity into sustained momentum," says Gaby Barrios, a partner and director at BCG who specializes in demand-centric growth.

This is in contrast to challenger brands that have shown what’s possible when a company builds a clear point of view, commits to a customer need, and moves quickly from signal to shelf. For example:

Many large CPGs aren’t short on insights, technology, or capability. What they often require is more focus and a repeatable mechanism for turning consumer signals into an investable innovation platform, explains Fabrice Beaulieu, a senior advisor to BCG and former chief marketing officer at Reckitt.

''Growth leaders don’t win by generating more ideas. They win by building systems that convert consumer signals into scalable innovation. AI is widening the gap between companies that run innovation as a discipline and those that treat it as a pipeline of ideas,” he says.

These are some of the patterns that commonly stall innovation at big brands:

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Now What

CPGs should consider how to start running innovation as a system rather than as an event or an exercise. To do so requires both cross-functional collaboration and dedicated innovation teams.

“As pressure to deliver organic growth increases, a strong innovation capability has never been more important. Centered in clear understanding of consumer tensions and changing behaviors, innovation must be owned end to end. That requires R&D, marketing, supply chain, manufacturing, and sales functions to work in concert to build scalable innovation platforms, says Kristen Riggs, a BCG senior advisor and former chief growth officer at Hershey.

Quantify what will win.
Use predictive analytics and rapid consumer validation to quantify which concepts have the highest potential ROI, and pressure-test early demand signals so teams build conviction quickly (rather than waiting for perfect certainty).

Translate insight into a business case and a 12–18 month roadmap.
Move beyond identifying where growth exists to creating multi-year innovation platforms that connect consumer need, technical feasibility, and commercial right-to-win Make the work actionable by pairing a credible business case (viability and right-to-win) with a practical plan with clear roles across R&D, marketing, operations, and channels.

Put an operating model behind the choices.
Innovation becomes consistent when companies treat it like a cross-functional product that is run by a small, dedicated team with clear decision rights. Many leaders use an “innovation pod” model to move from space to concept to test to scale quickly. The pod owns momentum, while leadership provides guardrails, funding gates, and portfolio trade-offs.

Embed decisions in a shared fact base.
Create a single source of truth so teams can act cohesively across functions and build the organization’s ability to speak in demand-led terms rather than opinion-led debates.

Harness the power of AI.
AI and GenAI can accelerate the innovation cycle, expand the range of ideas explored, and surface the concepts most likely to appeal to customers. Innovation teams and workflows should also be redesigned with the role of agents in mind.

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