Greg Whalen, CTO of Prove AI, explains why many enterprises are stalling with generative AI by treating it like traditional software and postponing the hard parts like observability, debugging, and governance. He breaks down what “observability” actually means in AI systems, why outcome-based metrics matter more than chasing black-box explanations, and how Prove AI helps teams collect the right telemetry to reach production safely. The conversation also explores agentic workflows, human oversight, and why technical leaders need to change how their organizations operate if they want gen AI to deliver real value.

<p>Greg Whalen, CTO of Prove AI, explains why many enterprises are stalling with generative AI by treating it like traditional software and postponing the hard parts like observability, debugging, and governance. He breaks down what &ldquo;observability&rdquo; actually means in AI systems, why outcome-based metrics matter more than chasing black-box explanations, and how Prove AI helps teams collect the right telemetry to reach production safely. The conversation also explores agentic workflows, human oversight, and why technical leaders need to change how their organizations operate if they want gen AI to deliver real value.</p>

Grit Daily Startup Show podcast explores the world of entrepreneurship, founders, and CEOs to talk scaleups and startups, from conception and funding to exits. Interviews run across all industries, with entrepreneurs sharing their best decisions, mistakes to avoid, and wildest entrepreneurial stories. With single-guest entrepreneur and multi-guest formats.

<p>Grit Daily Startup Show podcast explores the world of entrepreneurship, founders, and CEOs to talk scaleups and startups, from conception and funding to exits. Interviews run across all industries, with entrepreneurs sharing their best decisions, mistakes to avoid, and wildest entrepreneurial stories. With single-guest entrepreneur and multi-guest formats.</p>

Startup Show, brought to you by the premiere startup news hub, Grit Daily