5 Critical Go-to-Market Lessons from Mercator AI’s Journey in Construction Tech

Sometimes the most valuable startup lessons come from early failures. In a recent Category Visionaries episode, Chloe Smith, CEO of Mercator AI, shared how a devastating investor pitch transformed her company’s go-to-market approach. Here are the key lessons every B2B founder should know:

1. Stop Building, Start Listening Early-stage founders often rush to create solutions before understanding the problem. Chloe admits, “We thought we needed to build a website and build a pitch deck, and we didn’t even have a product. We didn’t even have a problem we’re solving.” This misalignment led to a brutal investor meeting where her deck was “torn to bits,” forcing a fundamental shift in approach: talk to customers before building anything.
2. Let Customer Value Guide Your Pivot The path to product-market fit often involves unexpected turns. Mercator AI’s breakthrough came when a test customer reported unexpected value: “Oh my goodness, you got me in front of new clients I would have never known about.” Instead of stubbornly sticking to their original vision, they followed this signal, pivoting their entire business model based on real customer feedback.
3. Define Your ICP Through Observation, Not Assumption Rather than prescribing ideal customer characteristics, Mercator AI discovered them through careful observation. “Our customers need to have, at minimum, a business development person on their team,” Chloe explains, noting this wasn’t just about job titles but indicated something deeper: “that also signaled to us that you are investing well beyond your current scope of work into generating new work.”
4. Embrace Direct Market Engagement When expanding to new markets, skip the remote research. Chloe’s approach to entering the Texas market was refreshingly old-school: “I knocked on doors, I visited offices, I reached out via email, I cold called, I attended association events.” This hands-on strategy revealed partnership opportunities and PR channels that wouldn’t have been visible from afar.
5. Build Investor Relationships Before You Need Them The most valuable investor relationships came from “longstanding relationships that we developed well in advance of ever raising.” As Chloe notes, “the frankness of the conversations came well before them being investors.” This approach led to more authentic partnerships based on mutual understanding rather than immediate needs.

Bonus Lesson: Find Your Industry’s Pain Points First For founders entering construction tech, Chloe offers this advice: “Go speak with the president of your local construction association and ask them what they commonly hear their members complain about.” This approach of seeking to understand before selling became central to Mercator AI’s success.

The company’s evolution from manual processes to AI-powered solutions wasn’t just about technological advancement – it was about deeply understanding market needs. As Chloe explains, “We’re moving towards a generational shift, especially industries like construction, where we’re seeing more people retire out than come into the industry. And so the need becomes even stronger to help force multiply our teams because there’s fewer of us to do the work.”

These lessons shaped Mercator AI’s approach to building what Chloe describes as “this incredibly robust, incredibly granular data set of construction activity across all markets and all market sectors.” Their success shows that in B2B tech, the path to market leadership starts with listening, not selling.