Comment by killersheep

I think the real issue isn’t whether this is “just a prompt”.

It’s that venting itself is a dead end if the interaction has no friction, no constraint, and no consequence. An AI that endlessly validates you is comforting… once. Then it becomes noise.

That’s why I ended up building something orthogonal with https://pfff.me . Instead of chatting, complaints are compressed, constrained, and gamified. You don’t talk at an AI — you throw your frustration into a system that reacts, scores, distorts, or escalates it.

No productivity angle, no emotional coaching either. Just turning negativity into a mechanic rather than a conversation.

If an idea like AnnaAI feels interchangeable with a custom prompt, it’s usually because chat is doing too much of the work. Change the interaction model, and suddenly the question isn’t “which LLM is this using?” anymore.

Curious whether people here think catharsis alone is enough, or if friction is actually the missing ingredient.