A recent New York Times article examining more than 370,000 college essays explored an uncomfortable question: Is AI helping us become more creative, or is it just helping us sound more creative? Researchers found that while AI-assisted writing often appeared polished and sophisticated, the underlying ideas became increasingly similar. Distinctive thinking was replaced by patterns, familiar themes, and what some have described as “creative-sounding groupthink.”
As author Rebecca Winthrop noted, “The bigger and more alarming impact they have is to constrict our full range of thoughts and our ability to generate original and useful ideas—what we call creative thinking. A.I.’s smooth sentences, elegant transitions, and rich vocabulary give the illusion of expansive creativity and individuality. But the underlying ideas often converge into a few homogenized categories.”
For those of us working in consumer insights, this finding feels familiar.
At KL Communications, we’ve spent years helping organizations uncover meaningful consumer insights, understand unmet needs, and develop new ideas. When we launched CrowdWeaving®, we recognized that artificial intelligence had enormous potential to accelerate the innovation process. The question was how to use it.
When Good Ideas Start to Sound the Same
As AI innovation continues to reshape the business landscape, many organizations are using AI as a substitute for human input. They ask AI to generate concepts, develop messaging, or create new product ideas. On the surface, the results can be impressive with polished language and well-organized ideas. Everything appears thoughtful and complete.
But there’s an important difference between a well-written idea and an original idea.
One of our earliest CrowdWeaving projects provided an interesting test of how AI innovation compares to real customer creativity. A client submitted the same innovation challenge to CrowdWeaving participants and an AI platform. The goal wasn’t to replace customers, it was simply to establish a benchmark.
However, the results weren’t a surprise to anyone who reviewed them closely.
When the concepts reached the final evaluation stage, customers consistently ranked the AI-generated ideas at the bottom. They described them as predictable, uninspiring, and lacking originality. The AI concepts weren’t necessarily bad, but they were obvious.
Why AI Struggles With Breakthrough Innovation
That’s because large language models are trained on existing patterns. While AI innovation has dramatically improved our ability to analyze information and generate content, it still relies heavily on what already exists. They excel at identifying what is common and statistically likely. In many situations, that’s incredibly valuable, but innovation isn’t one of them.
Breakthrough ideas and successful product innovation rarely emerge from averaging existing knowledge. Instead, they come from people connecting experiences, emotions, frustrations, and aspirations in ways that haven’t been considered before.
How CrowdWeaving Uses AI as a Catalyst, Not a Substitute
This is where we believe AI works best: as a catalyst for human creativity, not a replacement.
We built CrowdWeaving around the idea that customers should be active participants in product innovation. AI helps us identify themes, surface connections, and accelerate the analysis of consumer insights, but the creativity itself still comes from people.
The New York Times article also points to a larger concern. If we rely too heavily on AI during the brainstorming process, we risk narrowing the range of ideas we consider. In the end, that means while we may become more efficient, we also become more predictable.
For organizations trying to launch new products, services, and experiences, predictability can be a significant risk because customers rarely reward brands for producing the most statistically average idea.
The companies that stand out are often the ones willing to involve customers earlier and explore more possibilities than AI alone would ever generate. Sure, at its best, AI helps us move faster. But at its worst, it convinces us that the first obvious answer is the best one.
The Future of Customer-Led Innovation in Consumer Insights
The future of innovation isn’t human creativity versus artificial intelligence. It’s finding the right balance between the two. We feel that balance is using AI as a tool/catalyst to unleash human innovation. That’s exactly what CrowdWeaving was designed to do.
Contact KLC today to learn how Crowdweaving can help you combine the speed of AI with the creativity of real customers to create customer-backed innovation.