“A demo shows a future. A product commits to one.”

The distinction matters: AI theater is the impressive demo that lacks ownership, governance, or any commitment to actually changing workflows. AI-first means someone is accountable when the feature fails, there’s a plan for what happens when outputs are wrong, and you’ve measured whether any human responsibility actually disappeared. Most enterprise AI announcements are theater. The tell is whether anyone’s job description changed after launch.