Beyond Cost Reduction: AI in Revenue Generation and Innovation with Andy Boettcher

Beyond Cost Reduction: AI in Revenue Generation and Innovation with Andy Boettcher

In this episode of "How Many CTOs Does It Take?" podcast, hosts Scott Porad and Brad Hefta-Gaub interview Andy Boettcher, Chief Innovator of DoubleTrack, a boutique data and AI consultancy. Andy recounts his 33 years across systems, development, with 13 years in Salesforce, and how his career shifted into data/AI full-time after ChatGPT's 2022 release. The group compares manufacturing's precise cost estimation to software's people-driven unpredictability, then explores moving beyond AI for cost takeout toward top-line revenue lifts. Andy emphasizes mindset—curiosity, open-ended questions, and "always assuming you're wrong"—and argues resistant engineers will be replaced by those using AI. They discuss using AI as a peer, agentic workflows, real-time CX intelligence for renewals/upsell, ethics, and the need for human-in-the-middle quality gates, scoring rubrics, and trustworthy PR artifacts.

00:00 Cold Open 00:18 Meet the Guest Andy 02:15 Micro Estimating Story 04:17 Why Software Estimates Fail 05:55 DoubleTrack and AI Work 08:15 Revenue vs Cost Takeout 10:39 AI as Peer Partner 13:35 Curiosity New Mindset 17:30 Learning to Prompt Better 20:49 Agents and Orchestration 23:05 Managing Teams of Agents 25:09 Real Time CX Signals 27:09 Scraping The Corners 29:07 Ethics Of Live Upsell 30:17 Async Agents In Practice 34:47 Trust And AI Slop 40:29 Agent Driven Code Reviews 44:52 Rubrics And Quality Gates 48:24 Final Advice And Wrap Up

Resources:

#TechPodcast #EngineeringPodcast #DevTalks #PodcastForDevs #HowManyCTOs #Podcast #CTOs #CTOPodcast #ChiefTechnologyOfficer #Technology #Engineering #SoftwareDevelopment #SoftwareEngineering #TechLeadership #EngineeringLeadership #EngineeringCulture #TechDebates #AI #AIAssistedCoding #AIAssistedProgramming #AIProgramming #AICoding #Innovation #Data #RevenueGeneration #MachineLearning #BusinessStrategy #DataAnalytics #BusinessGrowth

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Episoder(94)

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