AI that gets better
the more you use it.
You produce the same types of work over and over. Weekly client updates. Monthly investor reports. Research digests every Friday. It follows a pattern— but every time you use AI, you start from scratch.
What if your AI learned from every correction you made? What if your 10th delivery was measurably better than your 1st?
That's what we built yarnnn to do.
The insight
Most AI forgets
You fix the same issues every time. "Make it shorter." "Don't include the revenue numbers." "Start with the key takeaway." And next week, you're saying it all again.
ChatGPT, Claude, Gemini—they all reset. Your corrections evaporate.
Your edits are gold
When you change "We achieved strong results" to "Revenue grew 23%," that's not just a one-time fix. It's a signal about what you value: specificity over vagueness, numbers over adjectives.
yarnnn stores these corrections. Categorizes them. Applies them next time.
Learning compounds
After 10 versions, yarnnn knows your preferences. Your format. Your tone. The metrics you always include. The phrases you always cut.
The quality score shows it: draft quality improves over time.
What makes yarnnn different
Deliverables, not chats
yarnnn isn't another chat interface. It's built around recurring work— things you produce regularly that follow a pattern. Set it up once, review the drafts, approve when ready.
A feedback loop that works
When you edit a draft, yarnnn doesn't just save the final version. It analyzes what you changed, categorizes the type of edit, and uses that to improve future drafts.
Quality you can measure
See a quality trend for each deliverable. Track how close each draft gets to your final version. Watch the number go up over time. That's yarnnn working.
Production on schedule
Set a schedule: every Monday, first of the month, bi-weekly Fridays. yarnnn produces a draft and notifies you. You review, refine, approve. Done.
Who yarnnn is for
Consultants with recurring client work
Weekly status reports for multiple clients. Each one learns your format, your recipient's preferences, the metrics they care about.
Founders writing investor updates
Monthly updates that get better over time. Same structure, continually refined to match what your investors actually want to see.
Anyone with patterned work
If you produce something regularly that follows a pattern, yarnnn can learn it. Research digests. Team standups. Newsletter drafts. The format is yours—yarnnn just gets better at producing it.