How to Tell If AI Is Really Working

Learn where AI delivers value and where it doesn't.

Conversational AI is no longer just a chatbot. In 2026, it’s becoming a workflow layer embedded inside claims, underwriting, and service operations.

The real value isn’t better conversations, it’s faster intake, smarter routing, clearer explanations, and audit-ready decisioning, with humans kept in the loop.

For insurers, this means lower operational load, quicker resolutions, and more consistent outcomes without replacing teams.

Why is workers’ compensation one of the hardest lines of insurance to automate?

What happens when AI is used to prepare work for humans, without trying to replace empathy, judgment, or trust?

Justin Hinson, product leader at CompSource Mutual, shares how his team is modernizing workers’ compensation with AI while keeping people firmly at the center of the process.

We covered:

  • Why workers’ compensation is uniquely complex and deeply personal

  • Where AI delivers real value by supporting adjusters and underwriters

  • Why automating bad workflows only amplifies problems

  • How data readiness and governance must come before AI deployment

  • Justin’s belief that AI should assist humans, not replace them

What We Actually Measure When We Talk About AI “Success”

If your AI success metrics stop at demos run or POCs launched, you’re not measuring growth, you’re measuring activity.

What matters is what happens after the pilot: how quickly value shows up, whether workflows make it into production, and whether usage expands because impact compounds. That’s why we focus on net revenue retention, time to first value, activation into real operations, sales cycle velocity, and a disciplined payback period.

The fastest way to pressure-test these metrics is to see a real workflow running end to end. In a live AgentFlow demo, we show how agents move from intake to decisioning to reporting, and where value, risk controls, and time savings actually appear.

When those indicators are strong, everything else becomes a channel question, not a strategy question.