Defining AI Psychosis. Part 2: "Prolific AI Psychosis"
Dr. Jeff Clark explores the concept of 'prolific AI psychosis,' defined as the generation of massive amounts of AI content without adding real-world value. He contrasts this with productive work, noting that volume does not equate to quality.
Why it matters
This psychological framework addresses the potential for AI tools to encourage 'busy work' that degrades the quality of professional output.
Jeff Clark, MD Sep 08, 2026 1 Share Last week, I suggested that the term AI psychosis is applied to at least three different situations:
1) Genuine psychotic experiences related to LLM use, a phenomenon I described as “true AI psychosis.”
2) Hyperengagement with AI tools that is accompanied by a softer disconnection from reality. I’m calling this “prolific AI psychosis.”
3) Maladaptive relationships with AI chatbots that mimic human connection. I’m calling this “parasocial AI psychosis.”
I then discussed true AI psychosis. I clarified what psychosis means to a psychiatrist. And I concluded that true AI psychosis is generally a variant of pre-existing psychosis rather than a new syndrome.
This week, I’ll describe my current understanding of prolific AI psychosis.
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