What 'writing style' is to a model
To a model, your style is a set of statistical tendencies it can imitate: how formal you are, how long your sentences and replies run, the words and phrasings you favour, how you open and close. It can't read your mind, but given enough of your real writing it can approximate those patterns surprisingly well.
The key word is real writing. Describing your style in adjectives ('friendly, concise') is a weak signal; showing the model dozens of things you've actually written is a strong one. The more authentic examples it has, the closer the imitation.
Two ways to teach it
The manual route is sampling and prompting: gather examples, paste them in, describe the tone, and re-do that context for every new message. It's flexible and free, but it's fiddly and it forgets, so the quality depends on you redoing the work each time.
The automatic route is learning from a corpus you already have. Instead of you assembling samples, the tool reads your existing writing and builds a lasting profile. echo uses your sent mail for this, so the 'training set' is just the email you've already sent — no collecting, no pasting.
How to keep the style sharp
However it's trained, a style model gets better with feedback. The fastest signal is telling it when a draft nailed your voice and when it missed, so it can adjust toward the former.
echo builds that in with a one-tap good-draft / needs-work rating on each draft. You don't manage settings or rewrite prompts — you just react to drafts as they come, and the model tunes itself toward how you actually sound.
how it works
- 01
Connect your Gmail
echo reads your sent mail — the authentic writing sample that teaches it your style.
- 02
Let it build a profile
It models your tone, phrasing, length, and sign-offs from your real replies, no pasting required.
- 03
Generate drafts
echo writes replies in that learned style for emails that need a response.
- 04
Rate good vs needs-work
Your one-tap feedback nudges future drafts closer to your voice.
- 05
Edit and send
Approve each reply yourself — the human check stays, and the style keeps improving.
frequently asked
- Do I need to collect writing samples to train echo?
- No. echo learns from your sent Gmail automatically, so your existing emails are the training data — there's nothing to gather or paste.
- How much email does it need to learn my style?
- It learns from your sent mail, so the more you've written, the richer the profile. The good/needs-work signal then refines it from there.
- Is training AI on my style the same as fine-tuning a model?
- Not in the heavy technical sense. echo builds a voice profile from your writing and uses feedback to refine drafts — you don't manage any model training yourself.
- Can I correct it if a draft sounds wrong?
- Yes — edit the draft and tap needs work. That feedback teaches echo what to avoid and pulls future drafts toward how you actually write.
Last updated June 9, 2026