Has anyone actually figured out how to use Janitor AI in a way that saves real time and gives concrete results?
I’ve tried it a few times, but it feels hit or miss. Sometimes it helps, sometimes it just turns into wasted time tweaking prompts.
So I’m curious how people are actually using Janitor AI in practice. Are you using it for writing, studying, research, or something else?
What specific workflows or setups made it actually useful for you, not just “cool”? And did it реально save you time or just shift the effort somewhere else?
Would be great to hear real use cases that worked, not just general advice.
Tried Janitor AI for a messy Google Sheets export full of duplicates and typos… it actually cleaned it up way better than expected. Saved me like 2 hours of manual fixing. Not creepy (yet), just practical.
Tried it once on a messy CSV - worked like magic, but yeah… feels like it knows too much 
I actually used Janitor AI a few times for cleaning up messy notes and rough draft text before I turned it into a proper essay. What it does well is strip out the clutter — repetitive phrases, weird formatting, random half-sentences. It’s not writing for you, just organizing chaos
Janitor AI actually saved me a ton of revision time when I was cleaning up messy notes and rough drafts before turning them into essays; it’s way better than just running text through a grammar checker. It feels more like a cleanup assistant than a content generator. As long as you’re not feeding it sensitive stuff, it’s more “efficient tool” than “creepy overlord
I used it a lot, so here’s a more real answer on how to use Janitor AI.
Main thing is how it works. It just feeds your messages + character prompt into a model with limited memory.
So first, it forgets fast. After ~10–20 messages early context is gone. If you need consistency, you have to repeat key info. I usually paste a short “state” block every few turns.
Second, the prompt controls everything. Not just personality, but format. If you don’t force structure, it drifts. I always set rules like short answers, steps, no filler.
What actually worked for me: using it as a simulation tool with clear constraints, not chatting. Also restarting sessions often because once context gets messy, output drops.
If you treat it like a continuous chat, it just wastes time.