Since direct sales data for gray-market peptides is unavailable, rising sales of micropipettes offer a clever proxy metric. These lab tools are essential for users to measure and mix their own peptide solutions, so their market growth reflects the underlying expansion of consumption.

A key use case for Clay is creating hyper-specific, proprietary data points for sales. For example, Waste Management uses Google Maps satellite images and AI to identify the color of trash cans at businesses, allowing them to determine which prospects are using a competitor and then tailor their outreach accordingly.

Nestle avoids a rigid top-down approach by fostering a "hive mind" mentality. While a global strategy exists, local markets like Brazil and Mexico have autonomy to adapt to their unique cultures. The key is constant cross-market communication, where teams share successes and failures to ensure everyone evolves together.

When troubleshooting variable retail sell-through, the first step isn't to speculate on solutions. Instead, gather raw data by having fans send photos of in-store product placements from various locations. This information-first approach prevents premature and potentially flawed strategy decisions.

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.

Don't just ask customers about their business—independently verify it. When launching Uber Eats, the team couldn't get clear answers on restaurant economics. So they ordered food, weighed the ingredients, and built their own model, giving them the "ground truth" needed to confidently propose their pricing structure.

Many founders operate on flawed assumptions about how they acquire customers. Analyzing marketing data often shatters these myths, revealing that sales and traffic come from unexpected sources. This discovery points to untapped growth opportunities and where marketing energy is best spent.

Instead of traditional market research tools, scrape Google Maps data. Analyze business listings, review volume, and sentiment to find niches with high customer demand but low satisfaction, signaling a clear market gap for a new or improved service.

Traditional surveys on sensitive topics like AI adoption yield unreliable self-reported data. A more accurate method, "neighbor polling," asks respondents about their peers. CEOs could apply this by asking about their competitors' AI usage, likely yielding more honest and insightful competitive intelligence.