You Can't Improve What You Can't See: The Origin Story of BrightHire: Teddy ChestnutL (LIVE @ Transform 2026)

These episodes of #thePOZcast, live from Transform 2026 in Las Vegas, are proudly brought to you by our friends at PIN. AI recruiting tools that automate candidate sourcing, screening, and scheduling across 850M+ profiles. Built for recruiters, agencies, and hiring teams. Learn more and check out a demo:  https://www.pin.com/book-a-demo?via=adam-posner Thanks for listening, and please follow us on Insta @NHPTalent and www.youtube.com/thePOZcast For all episodes, please check out www.thePOZcast.com   Takeaways: 1. You Can't Improve What You Can't See The founding insight of BrightHire — and one of the most durable frameworks in this series — is that hiring is the most consequential activity in any business, yet it produces almost no data. Interview conversations happen, and then they're gone. Capturing them isn't surveillance; it's the minimum requirement for actually improving the process. 2. Comp Comes Up in Fewer Than 2% of Candidate Conversations The most surprising data point from BrightHire's 930,000-interview analysis: salary and compensation are almost never what candidates are actually talking about in interviews. What they are asking about: remote and flexible work, company growth trajectory, and product innovation. If your recruitment messaging is leading with comp, you're answering a question most candidates aren't asking. 3. Interview Data Is a Goldmine for Employer Brand Strategy Sliced by seniority, function, and location, BrightHire's interview data tells employers exactly what different candidate segments care about — giving TA teams real intelligence for outbound messaging, recruitment marketing, and preparing recruiters and interviewers to answer the questions candidates are actually going to ask. That's a fundamentally different input for employer brand strategy than surveys or focus groups. 4. Interview Fraud Is Real and Growing — and the Defense Is Already Built The use case nobody anticipated when BrightHire launched: using candidate video profiles to verify that the person who showed up for onboarding is the same person who interviewed. Dozens of customers have built SOPs around this capability. As AI-generated fraud becomes more sophisticated, the ability to cross-reference identity signals across the entire interview process is becoming a core compliance function, not a nice-to-have. 5. AI Interviewers Don't Replace Recruiters — They Give Them Better Candidates Recruiter reaction to BrightHire's AI interviewer product wasn't fear — it was relief. By expanding access at the top of the funnel, AI interviewers surface qualified candidates who would have been passed over due to capacity constraints, giving recruiters a better pool to work from and more time to do the high-value human work of cultivating and closing those candidates. 6. The Recruiter Who Adapts Has a Massive Advantage Teddy's view is direct: recruiting professionals who embrace agentic workflows will be elevated by them. Those who resist are going to find themselves on the wrong side of an irreversible shift. The profession has always evolved — and the ones who leaned into each evolution came out ahead. 7. AI Agents Are Taking on Longer, More Complex Tasks Than Most People Realize Teddy's personal experience in the last six weeks: watching an engineering colleague execute a complex multi-step task by telling his AI agent, 'Find Teddy's Slack and execute on what Teddy asked for' — and then quality-controlling the result. The length and complexity of what agents can handle autonomously is increasing faster than most people outside of engineering teams appreciate. 8. The Right Acquisition Is One That Protects Founder Velocity Teddy's framework for evaluating the Zoom acquisition: founder-led culture at the acquiring company, strong strategic alignment on product thesis, and a track record of enabling acquired companies to retain their brand, culture, and growth trajectory. Workvivo is the proof point. Being acquired by a company where the founder is still running the show at four billion in revenue is a different experience than getting absorbed into a conglomerate. 9. Customers Are Already Building What Vendors Are Selling The most clarifying thing Teddy saw on the conference floor: customers sharing the in-house AI workflows they've already built — and the framework they're using to decide what to outsource. If a tool doesn't touch PII, compliance, or regulatory requirements, they're building it themselves. The bar for defensibility has permanently moved upward, and