HEY SUBBIES 👋🏽
Listen!
→ Not every account replying to you is human
→ Not every “creator” is creating
→ And not all engagement is earned honestly
AI didn’t just change content.
It changed trust.
This isn’t about becoming the internet police.
It’s about pattern recognition.
So you can be safe.
Let’s get into it 👇🏽

Quick Detour for my sponsors today: Roku
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Read our guide to find out why growth marketers should make sure CTV is part of their 2026 media mix.
🚨 OKAY BACK TO TOPIC 🚨
The Difference Between AI-AssISTED and BEING AI
AI-assisted creators
→ Use AI as a tool
→ Think first, ‘generate’ second
→ Have opinions, nuance, memory, inconsistencies
AI-pretending accounts
→ Outsource everything entirely
→ Farm engagement
→ Wear a human mask made of buzzwords
One is still ‘creating and being real’.
The other is noise pollution.
________
How Bot Accounts Actually Behave
Here’s what shows up over and over on X:
☑ Reply patterns to be aware of:
Bots will:
→ Instantly reply the second you post
→ “Great post!” / “LFG” / “This is powerful”
→ Summary of your post with zero added thought
→ Motivation that has nothing to do with the topic
If it reads like a fortune cookie = 🚩
_______
☑ Language tells
→ Weird punctuation —like this— everywhere
→ Overly polished but emotionally hollow
→ Sounds supportive… but oddly empty
Humans are messy.
Bots are smooth and soulless.
_______
☑ Copy-paste slip ups
→ Multiple accounts using the same phrasing
→ Same emoji placement
→ Same sentence structure, different usernames
Once you see it, you can’t unsee it.
_______
☑ Visual blind spots
→ They ask questions already answered in the image
→ Comment ignores obvious visual context
Because they’re not seeing anything.
_______
☑ Engagement manipulation
→ Tags random accounts
→ Drops unrelated links
→ Retweets their own replies
That’s not conversation.
That’s a growth script running in the background.
EXAMPLES:




BUT THEY SWEAR THEY ARE NOT A BOT
How To Spot Low-Integrity Creators
These are human… technically (but they use GPT scripts)
→ Steal frameworks without credit
→ Post 25x/day but never reply thoughtfully
→ Repackage others’ ideas with zero lived experience
And their content will always be ‘soulless’
________
Quick Detour for my sponsors today: Axios
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_______
TRY THIS AI PROMPT IF YOU NEED:
AI Prompt to see if an X account is a bot:
"You are an authenticity analyst.
Review this X handle (@bot or whatever lol) using:
- Reply timing patterns
- Language originality
- Emotional variance
- Context awareness
- Repetition across posts
- Profile bio + posting history
Classify the account as:
1) Human-led
2) AI-assisted
3) Likely automated
Explain WHY using observable patterns.
Flag any ethical or integrity concerns.
Use it when:
→ An account feels “off”
→ Engagement seems inflated
→ You’re deciding who to trust, collaborate with, or ignore
AI didn’t kill authenticity.
It exposed who never had it in the first place (or malicious intent).
Stay observant.
Let the bots clap in the void.
________
BTW… IF YOU NEED HELP WITH SETTING UP YOUR NEWSLETTER
I’m here.
You can hop on a call with me and I’ll walk you through everything:

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SEE YOU ON THE NEXT ONE
- AUNY 🧡
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