A feedback loop that learns from every choice you make.
Every choice you make in Today is kept with its reason: what you approved, the words you changed, what you passed and why. Karos gives those choices to the next drafts for that channel, so they are written knowing what you liked, what you fixed and what you turned down. It is a feedback loop on your own account. It changes what goes into each new draft. It does not retrain a model, and it does not mix your choices with other businesses'.
How the loop works
You decide.
Approve, edit or pass each draft in Today.
Karos keeps the reason.
Wrong topic, not our voice, design is off, wrong fact, or your own note, kept with the draft.
The next drafts read it.
Your past choices for that channel go into the next drafts Karos writes for it.
Karos says what it will change.
When you give a reason, Today often answers with what Karos will do differently.
Your daily reviewSample
LinkedIn post
Why we read every draft before it goes out.
What was off?
- Wrong topic
- Not our voice
- Design is off
- Wrong fact
Got it: not our voice.
The next LinkedIn drafts are written with this choice and its reason.
What it does not do yet
- It is strongest on X, LinkedIn, Reddit and TikTok drafts today. Instagram and story drafts use less of it so far.
- Your requests and leads do not feed it yet. They are counted in Results, but the next drafts do not read them.
- It learns from your account only. Nothing is pooled across businesses.
- There is no list yet where you can read or edit everything it has learned.
- We have not published a measured number for how much drafts improve. When we have one, it goes on this page.
Questions
- Does Karos retrain a model on my choices?
- No. Karos keeps your choices and their reasons and gives them to the next drafts. The model itself does not change. That is why we call it a feedback loop.
- Does what I teach Karos help other businesses?
- No. Your choices shape your own drafts only. Nothing is pooled across accounts.
- When does a choice start to count?
- From the next drafts for that channel. A pass with a reason is read when Karos next writes for it.
- Do I have to give a reason when I pass?
- No. A reason is optional, one tap or a short note. A pass with a reason tells Karos more than a pass without one.