
Episode #13
AI Doesn't Fix Bad Data, It Weaponizes It with Elio Narciso
AI doesn't fix bad revenue data. It scales it, with total confidence, across your entire go-to-market engine. You're deploying AI agents for outbound, enrichment, and pre-call research, but nobody's asked whether the CRM data underneath is actually trustworthy. If your ICP has ten different answers depending on who you ask, AI won't catch that. It will just run with it, faster. Elio Narciso is Co-Founder and CEO of Scalestack, the GTM data infrastructure platform used by MongoDB, Redis, and Typeform to clean and prioritize revenue data before it hits an AI agent. He spent years leading GTM strategy at AWS working with hundreds of scaling startups, and now hosts the Revenue Engine Masters podcast, interviewing senior revenue and RevOps leaders about building modern go-to-market engines. Elio gives you a clear-eyed look at what's actually breaking in GTM hiring right now. You'll walk away with a sharper view of which tasks still need a human, what the bar for entry-level recruitment looks like today, and where to start fixing your data before you hire or automate anything else. This episode covers why AI "weaponizes" bad data at scale, who should own AI adoption inside a revenue org, and why the hiring bar for SDRs and RevOps analysts has quietly gone up. It's built for founders, CROs, and Heads of Talent making go-to-market hiring decisions, not for anyone looking for a generic AI hype reel. Key Takeaways - AI doesn't just repeat bad CRM data, it runs confidently on top of it, at a scale no human team could match, across hundreds of agents at once. - Most of the last 20 years of GTM spend went into the system of record. Elio argues the next wave of value sits in a completely different layer, and most companies haven't built it yet. - The bar for entry-level GTM hires has quietly risen. Data entry and basic research aren't jobs anymore. Curiosity, business context, and judgment under uncertainty are. - Elio watches for one thing before a candidate gets past the first interview: do they understand how the business actually makes money, without being told. Useful Links & Resources Elio Narciso on LinkedIn: https://www.linkedin.com/in/elionarciso/ Scalestack: the GTM data infrastructure platform Elio and his team built, discussed throughout the episode https://scalestack.ai/ Revenue Engine Masters: Elio's podcast interviewing senior revenue and RevOps leaders Captivate Talent: https://captivatetalent.com Connect With the Show Host Danielle Parker on LinkedIn: https://www.linkedin.com/in/daniellemessler/ Captivate Talent on LinkedIn: https://www.linkedin.com/company/captivate-talent If your team is deploying AI agents on top of a CRM nobody trusts, you're not alone. Tell us in the comments: what's the one piece of your revenue data you'd never let an AI touch unsupervised? We'd also love to hear how your org is deciding who owns AI adoption. RevOps? The founder? IT? Drop your take below. Visit captivatetalent.com to learn how we help B2B tech companies hire exceptional GTM talent. #HumanFirst #GTMHiring #RevOps #SaaSRecruitment #AIinHiring






