The Workaround That Became the Product

Most teams see a gap in their tech stack and file a ticket. I saw one and built a workaround that became standard practice across every client we had within a week.

When our CEO came to me to solve this, it wasn't because I was next in the org chart. It was because I had a reputation for finding solutions where others saw dead ends.

“Open frequency is a proxy for purchase intent. A prospect who opens multiple emails in quick succession isn’t passively browsing, they’re actively interested.”

The Problem

Running email campaigns for thousands of prospects across multiple clients, we kept running into the same dead end: we had solid targeting, we had intent data, but we had no way to know when a prospect was actually ready to hear from us. Timing is everything in outreach, and we were flying blind.

I had the idea of using open frequency as a proxy for purchase intent. A prospect who opens an email multiple times in quick succession is actively interested. Get to them fast and conversion rates jump. Miss the window and they cool off. Reply had no native functionality to track opens within custom time windows, and manually reviewing thousands of contacts wasn't a solution, it was a different problem.

The Solution

I reverse-engineered it. Instead of tracking exact time windows, I used the sequence cadence itself as the measuring stick. If a prospect opened five times before the next email dropped, they were hot, and the system would know it automatically.

Reply's trigger logic, wired through Zapier, flagged high-intent prospects the moment they hit our open threshold. Those leads synced instantly to a Google Sheet the client could reference in real time. A Slack notification fired the second a prospect crossed the line. No manual review, no lag, just a live signal telling the team exactly who to call.

Then I templated the whole thing. Any marketing associate could spin it up on a new client account in minutes. Within a week it was standard across every client we had.

“A scrappy internal workaround turned into a competitive advantage.”

The Impact

This allowed us to keep the volume but with sharper focus. We knew exactly which prospects in the pool were worth prioritizing, so reps could move fast on the warm ones while the rest of the sequence did its job. Conversion rates improved because effort was landing in the right place at the right time.

The bigger win: this became a productized offering. We started pitching it to new clients as a differentiator. A scrappy internal workaround turned into a competitive advantage.

The Lesson

A clever solution nobody uses is just a thought experiment. Building the trigger logic was the easy part. The real work was making sure it lived inside Slack, Google Sheets, the tools clients already had open every day. That's what made it stick.