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AutomationDraft Quality and Review

Draft Quality and Review

Every draft the platform produces is reviewed automatically before it reaches your screen. This page explains what that review does, what the occasional advisory note means, and how to raise draft quality over time.


What goes into a reply, what happens to it, and where a person comes in

Each reply is checked against three things before you ever see it:

  1. Your creator’s rules — banned topics, forbidden phrases, tone, reply length, pet names.
  2. The facts of the relationship — what the fan has actually said, actually bought and actually been sent.
  3. Message integrity — that the reply is complete, coherent, in the right language, and addresses what the fan actually asked.

Anything that fails is rewritten before delivery. In the overwhelming majority of cases you simply receive a good draft and never think about this at all.


These are the failure modes that damage revenue and trust, and they are handled for you:

PreventedWhy it matters
Inventing facts about the fanReferring to a girlfriend he never mentioned instantly breaks the illusion
Inventing facts about the creatorTwo chatters giving two different answers about where she lives is how a persona dies
Promising things that were not agreedA promised delivery date nobody can meet becomes a refund
Claiming content is attached when it is not“Photos below 😘” with nothing below is the fastest possible way to lose a sale and gain a complaint
Inventing purchases or pricesReferring to a purchase that never happened, or quoting a price you do not charge
Answering the wrong personContext from another conversation never bleeds across
Breaking your content rulesBanned topics and forbidden phrases are enforced on every reply
Replying in the wrong languageEspecially when bilingual mode is active
Revealing that it is a drafting toolInstructions never leak into the message
Incomplete or malformed messagesNothing truncated or broken is ever delivered

Occasionally a draft arrives with a note suggesting a closer look before sending.

This is the system doing its job, not failing. It means the reply is worth a human judgement — usually because the conversation has moved somewhere that benefits from a person’s read.

When you see one:

  1. Read the draft with the note in mind.
  2. Edit it, or add a hint and regenerate.
  3. Send when you are happy.

An advisory note is advice to a professional, not a lock: Send stays available and the judgement is yours.


A small number of drafts are held rather than advised on. A reply that came back incomplete, truncated, malformed, or with a placeholder left unfilled fails the integrity check outright and is marked Needs review. Copy, Insert and Send wait until it is dealt with, and the way out is the same in either direction: edit it and press Re-check text, or add a hint and generate again.

This is not a judgement call and there is no override — it applies to your chatters and to automatic sending alike. It is also rare: it catches a reply that came back broken, not one whose content someone might disagree with.

Note that editing any draft — held or not — puts it through the same re-check before it can be sent, and a re-check costs one draft from your allowance. See Writing Replies.


When Autopilot is engaged, some replies are deliberately not sent and are left for a person. The panel always states the reason, and the reason also lands in the Autopilot log so it can be reviewed later:

Reason shownWhat to do
The fan appears to be in distressHandle personally. Always
The fan is complainingHandle personally — complaints escalate when automated
The fan is pushing on a banned topicRead the conversation and decide
The relationship is too newIntroduce yourself properly
Quiet hours where the creator livesSend it yourself, or leave it for the morning
The conversation changed while the draft was being writtenRegenerate against the current conversation
The draft needs a closer lookReview, adjust, send

Nothing is lost. The draft is waiting in the panel.

With Autopilot off, nothing is drafted or sent automatically at all, so there is nothing to hold back — your team generates and sends every reply themselves. See Autopilot.


Draft quality is a function of what you have told the platform. Four levers, in order of impact:

A creator whose tone of voice reads “friendly and flirty” produces generic replies. One with a backstory, a vulnerability, three catchphrases and two example exchanges produces a person.

Go to Creators and Personas and fill in the identity fields properly. This is the highest-return hour available to you.

Up to three sample fan-message / reply pairs per creator. These outperform any amount of written description — one good example teaches more than a paragraph.

One line on a fan’s profile prevents an entire category of recurring mistake:

  • “He is here for conversation, not content. Do not pitch.”
  • “Always confirm the price before offering.”
  • “Responds to teasing, not to compliments.”
  • “Never mention his ex-wife.”

Rate drafts 👍 / 👎 in the dashboard, on the fan’s page — the controls sit under the draft on the Conversation tab, and Insights → Past drafts keeps the record. The results appear in your Analytics dashboard and tell your managers which creators need persona work and which are ready for more automation.

The natural moment for it is the persona check below: you are already generating drafts on real conversations and reading them, so rate them while you are there.


Your Analytics dashboard reports:

MetricWhat it tells you
Thumbs up / downChatter satisfaction with draft quality
ConversionThe share of generated drafts your team actually used
Editing behaviourHow much your team is rewriting before sending

Conversion is the number that matters. A creator whose drafts are used 90% of the time is ready for more automation. One sitting at 40% needs persona work before anything is automated.

See Analytics.


Checking a change before your team feels it

Section titled “Checking a change before your team feels it”

After any change to a persona, generate two or three drafts yourself against real conversations — low-risk ones, not VIPs — and read them before the shift starts. Nothing is sent until somebody presses send, so the only cost is the drafts themselves.

Then let the numbers confirm it a week later: conversion per creator is the measure of whether the change worked. See Creators and Personas for the full routine.