
The Oreo Cookie Approach to AI Outreach — Evan Leek, Sr. Director of Integrated Marketing at Aqurio
Evan Leek says good AI outreach is built like an Oreo: a human up front, AI in the middle, and a human pass at the end. That last layer is where his team catches the "dog whistles" that flag a message as AI, and he says buyers are getting a lot more perceptive to them. Evan is Senior Director of Integrated Marketing at Aqurio, an agentic AI company for healthcare and other industries where getting it right isn't an option. Aqurio launched this summer as an AI-first company. Evan runs growth marketing and manages the sales development team, and the company tracks AI usage internally on a leaderboard. His central argument: the tech stack hasn't changed, the method has. His team still runs on the same cadence tools and CRM, with Claude layered on top. AI does the research that lets SDRs localize outreach to each subvertical and persona. It doesn't write the cadences. Every sequence gets a human review before it goes live, and he deliberately stops short of automating sends, because in marketing everything you do is public. The proof: one of his reps is running a 53% open rate on a cadence. He says it came from the work, not the tool. She studied the cohort, thought hard about her messaging, and stayed on top of every touch point. When the hook lands, he says, meetings happen within days instead of weeks. WHAT WE COVER The Oreo cookie approach: human, AI, human Spotting the "dog whistles" that make outreach read as AI Localized and prescriptive: the two words he holds outreach to Institutional knowledge you can't train a model on Why growth marketers belong on pipeline calls A 53% open rate, and how a clear next step shortens sales cycles Tracking AI usage with an internal leaderboard A team culture of sharing the agents people build Why he keeps a human wall before anything goes live The hiring assignment: 24 hours, use AI, and he grades the process AI FOMO, and why marketing is a cruise ship, not a speed boat Rapid Fire Five, Scott Hanson's bonus question, and Evan's question for the next guest CHAPTERS 0:00 Intro and Common Room 1:09 Aqurio and Evan's role 1:50 Running an AI-first go-to-market team 3:26 Using AI to localize SDR outreach 5:00 When the agent sounds like an agent 6:00 The Oreo cookie approach 7:40 Localized and prescriptive 10:05 Institutional knowledge a model can't learn 11:44 Staying embedded with sales 13:31 Open rates in a crowded inbox 16:00 The 53% open rate 16:21 Shorter sales cycles 17:44 A word from Common Room 18:14 Managing a team with AI 20:46 What an amazing use of AI looks like 24:13 A culture of sharing 25:17 The tech stack hasn't changed 26:16 Keeping a human wall before anything goes out 27:55 The skills that win in hiring now 29:01 The 24-hour AI assignment 31:38 What's next: getting control of the inbox 33:45 AI FOMO and the cruise ship 36:51 Rapid Fire Five 38:59 Bonus question: if you knew you could not fail 39:56 Evan's question for the next guest 41:55 Where to find Evan Connect with Evan Leek on LinkedIn, or learn more about Aqurio at aqurio.com. This episode is sponsored by Common Room ( https://www.commonroom.io/?utm_source=goat-podcast&utm_medium=partner ), the AI GTM Intelligence Platform trusted by teams like Okta, Anthropic, and Fireworks AI. New conversations with go-to-market leaders every week. Subscribe to The GOATS of Growth on Apple, Spotify, or YouTube.






