Why CTOs Close but Sales Leaders Gatekeep in Fintech Outbound
- Cormac Repman
- Aug 26
- 2 min read
We've been testing direct outreach to fintech teams building AI infrastructure, and we're seeing a striking pattern: technical founders and CTOs engage for 20+ minutes and close meetings immediately, while sales leaders decline and funnel us to RevOps. When we reach the builder, we win. When we reach the gatekeeper, we get tabled.
The data is clear. Last week, Joe reached Sasha Jovicic, CTO at RunBuggy, about model selection and provider redundancy for their in-house voice agent platform. Sasha stayed on the call for 1,196 seconds. He asked about LiveKit integration, mentioned their current hybrid setup, and booked a meeting for the next day at 5 PM. The conversation was technical. The buy-in was immediate.
Compare that to Christian Habermann at MayaMD.ai, who's listed as Cofounder and CMO. He listened for 632 seconds, said he was interested in consistent appointments for hospital executive targeting, then asked us to send details via email so he could "review with the team." In fintech, that phrase is a polite decline. He's the gatekeeper, not the buyer.
Here's what we're learning. Sales leaders at tech companies are professionally trained to qualify and defer. They don't own the infrastructure problem. They own pipeline and quota. When a vendor calls about AI model redundancy or voice infrastructure, it's not their domain, so they kick it sideways to RevOps or technical leadership. But when you reach the CTO or cofounder building the product, you're talking to someone who owns the problem in real time.
Sasha wasn't deciding whether to have a meeting in two weeks. He was solving an active problem. His team is building a voice agent platform. He uses LiveKit. He needs provider redundancy and model selection. These are constraints he lives with daily, not abstract business requirements he needs to be sold on. That's why he stayed on the phone for nearly 20 minutes.
The second signal is engagement depth. When technical founders ask questions during the call, they're not qualifying you. They're thinking through the problem with you. Sasha asked about integration specifics and current setup options. That's not gatekeeping syntax. That's genuine technical curiosity, which converts to meetings and conversations that move faster.
We're adjusting our approach. In fintech outreach, we're prioritizing CTOs, technical cofounders, and engineering leaders over sales and RevOps. We're opening on the specific technical constraint they're likely facing (model latency, provider lock-in, redundancy complexity) rather than positioning it as a sales efficiency play. We're keeping calls tight and technical rather than trying to build a business case.
The fintech market is full of teams building AI infrastructure in-house because they don't trust black-box solutions. Those teams have technical leaders who are accessible and genuinely interested in solutions that solve real problems. Sales leaders at those companies are overloaded, skeptical of vendor calls, and trained to say no first.
We're seeing this pattern hold across B2B AI infrastructure: reach the builder, and you get engagement and meetings. Reach the sales leader, and you get a referral that may or may not happen. The fintech CTO is your buyer. Call them directly.
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