What agentic actually means, without the hype

Every product page says "agentic" now. Strip the marketing and there are exactly three capabilities that separate an agent from a chatbot with good branding.

Why it matters

The real test is unsupervised multi-step work: an agent plans, acts, checks its own output, and recovers from failure without a human prompting each step. Most "agentic" features fail the recovery half.

The distinction matters for buyers because the failure modes differ. A chatbot gives you a wrong answer; an agent takes a wrong action. Evaluating one like the other is how teams get burned.

The bottom line

What agentic actually means, without the hype is not an isolated story — it is part of a broader shift we have been tracking across the industry all year. The vendors that adapt their roadmaps early will set the defaults everyone else lives with, and the ones that wait will spend the next product cycle catching up. We will keep this piece updated as the picture changes.

Demo content seeded for layout testing.