185 - Stop Drowning In Applicants with Matthew Stewart

Your hiring inbox shouldn’t feel like spam, but that’s where recruiting is heading as AI makes it effortless to generate resumes and apply at scale. We sit down with Matthew Stewart, a software engineer turned founder of Talent Sprout, to unpack what’s breaking in modern recruiting and why the biggest pain shows up right at the start: screening. When you can’t tell who’s real and you’re buried under PDFs, the first phone screen becomes a bottleneck that quietly taxes your entire hiring pipeline. 

Matthew explains how Talent Sprout uses conversational AI to run that initial screen, moving beyond the old one-way video interview format. We talk through how the AI can ask questions in a more natural flow, evaluate responses in real time, and produce a structured scorecard so recruiters can quickly spot strength instead of watching endless recordings. We also get practical about implementation: pulling context from your company site, generating interview questions from a job description, and sharing smart links with candidates. 

We dig into the trust and quality side too, including the guardrails that keep candidate experience consistent and scoring reliable across high volume hiring. Then we zoom out to product strategy: why UI/UX still matters in HR tech, how 50+ ATS integrations create real workflow value, and how to avoid building something that feels like a thin “LLM wrapper.” Matthew closes with what’s next, including AI candidate sourcing and a longer-term path toward a more comprehensive recruiting platform.