Insights·6 min read

I Copy-Pasted ChatGPT Into Slack 347 Times Last Month. Here's What I Learned.

I tracked every single time I used ChatGPT for Slack messages. The data reveals surprising patterns about what works—and what makes you look lazy.

The Experiment

I'm a product manager at a tech company. I use Slack 8-10 hours a day. And like most professionals in 2026, I use ChatGPT constantly.

For all of December, I tracked every time I copied ChatGPT output into Slack. I logged:

  • What type of message (announcement, response, documentation, etc.)
  • Whether I edited it before sending
  • Whether anyone replied
  • Whether anyone reacted with an emoji
  • Whether I got called out for using AI

By the end of the month:

  • 347 times — Total ChatGPT → Slack pastes
  • 127 times — I pasted raw output (no edits)
  • 220 times — I edited before sending
  • 14 times — Someone called me out for using AI

What I Learned: The Good

1. ChatGPT Is Great for Structured Content

When I needed to post:

  • Release notes
  • Feature announcements
  • Meeting agendas
  • Bug reports with repro steps
  • Process documentation

ChatGPT output was perfect. Clean, organized, professional. Response rate: 78%. People engaged because the information was easy to digest.

2. It Saves Massive Time on Repetitive Messages

I answer the same questions constantly:

  • "How do I request PTO?"
  • "Where's the staging environment URL?"
  • "Can you summarize last week's roadmap meeting?"

ChatGPT helped me write consistent, clear responses in 10 seconds instead of 2-3 minutes. Time saved: ~15 hours in December.

3. It Helps When You're Too Tired to Be Diplomatic

Late-night Slack messages are dangerous. You're frustrated, you're exhausted, and you're about to send something you'll regret.

ChatGPT became my "translate to professional" tool. I'd type my actual thoughts, ask ChatGPT to rephrase diplomatically, then send that version. Saved me from at least 3 HR conversations.

What I Learned: The Bad

1. Raw ChatGPT Output Gets Ignored

When I pasted ChatGPT responses without editing:

  • Average response rate: 31%
  • Average emoji reactions: 0.4 per message
  • Times someone replied "lol did ChatGPT write this?": 11

People could tell. And when they could tell, they tuned out.

2. Formatting Breaks in Slack

ChatGPT uses formatting that looks weird in Slack:

  • Numbered lists with periods → Slack prefers bullets for short items
  • Em dashes → Show up as weird characters in mobile notifications
  • Code blocks with triple backticks → Sometimes necessary, often overkill
  • Overly long paragraphs → Slack is conversational; ChatGPT writes essays

3. The Tone Is Too Formal for Casual Channels

In our #random channel, I posted a ChatGPT-written "fun fact about coffee."

"Coffee is one of the most widely consumed beverages globally, with an estimated 2.25 billion cups consumed daily."

Response: crickets.

Humans would write: "Fun fact: We drink 2.25 BILLION cups of coffee every day globally. That's insane."

The Pattern That Changed My Workflow

After analyzing all 347 pastes, one pattern was crystal clear:

Edited ChatGPT output performed 2.4x better than raw output.

  • • 67% response rate (edited) vs. 31% (raw)
  • • 3.2 emoji reactions (edited) vs. 0.4 (raw)
  • • 2 call-outs (edited) vs. 12 call-outs (raw)

But here's the problem: editing takes time.

If I'm spending 2-3 minutes editing every ChatGPT message, I'm negating most of the time savings.

My New System (That Actually Works)

Now I use a three-tier approach:

Tier 1: Structured/Formal (paste as-is)

Release notes, bug reports, documentation

Tool: ChatGPT → DeGPT (to fix formatting) → Slack

Tier 2: Semi-Casual (clean + light edit)

Team updates, project announcements, responses to questions

Tool: ChatGPT → DeGPT → quick personalization → Slack

Tier 3: Casual/Personal (don't use AI)

#random, DMs, jokes, casual conversations

Tool: My actual brain

The key insight: DeGPT removes the obvious AI tells in 2 seconds, so I only need to spend 10-15 seconds adding personality, not 2-3 minutes fixing formatting and removing boilerplate.

The Bottom Line

After 347 copy-pastes, here's my honest take:

  • ChatGPT is essential for productivity. I'm not going back.
  • Raw ChatGPT output gets you caught. People notice, and they disengage.
  • Cleaning AI output is non-negotiable. It's not about hiding AI use—it's about respecting your audience.
  • The best workflow is AI + cleanup + personalization. Fast, professional, authentic.

Want to use ChatGPT in Slack without looking like you used ChatGPT?

Try DeGPT free — clean ChatGPT for Slack in one click →