Quantitative data shows trends but can't explain why a restaurant partner isn't using a feature. True understanding for a three-sided marketplace comes from on-the-ground observation and conversation with consumers, partners, and couriers to uncover operational realities data can't capture.

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Customers, like founders, have a gap between their stated beliefs and actual behaviors. Instead of relying on discovery interviews, watch them work. Observing their actions reveals their true operating philosophy—what they genuinely value—which is a more reliable guide for product development than what they say.

Effective CRO research goes beyond analytics. It requires gathering data across two spectrums: quantitative (what's happening) vs. qualitative (why it's happening), and behavioral (user actions) vs. perceptive (user thoughts/feelings). This dual-spectrum approach provides a complete picture for informed decision-making.

Tock rejected traditional focus groups and instead embedded its software engineers directly into restaurants to work shifts as hosts. This forced immersion gave the engineering team firsthand experience with the end-user's pain points, leading to a far more intuitive and effective product than surveys could produce.

Customers describe an idealized version of their world in interviews. To understand their true problems and workflows, you must be physically present. This uncovers the crucial gap between their perception and day-to-day reality.

MongoDB's CEO attributes his business acumen as a product person to constant customer interaction. This goes beyond feature requests to understanding their broader problems, buying processes, and deployment challenges. This intimacy allows product leaders to anticipate market needs and build solutions that have a clear path to market, moving beyond the "if you build it, they will come" fallacy.

The most valuable consumer insights are not in analytics dashboards, but in the raw, qualitative feedback within social media comments. Winning brands invest in teams whose sole job is to read and interpret this chatter, providing a competitive advantage that quantitative data alone cannot deliver.

A GSB receptionist's casual chats with alumni revealed the program's long-term "fine wine" value—a strategic insight that formal surveys often miss. This shows how empowering frontline employees to listen can uncover profound user truths.

It's not enough for platform PMs to interview their direct users (developers). To build truly enabling platforms, you must also gain wider context by sitting in on the developers' own customer interviews. This provides deep empathy for the entire value chain, leading to better platform decisions.

The only reliable way to understand a customer is to "forward deploy"—work alongside them in their actual environment. This direct experience of their job closes the context gap that interviews can't bridge, revealing unspoken needs and frustrations.

When VCs pushed for a data-driven focus on high-turnover products, Ed Stack prioritized the anecdotal experience of a customer awed by a vast selection. He knew that what looks inefficient on a spreadsheet can be the very thing that builds brand loyalty. The qualitative story was more predictive of long-term success than the quantitative data.