Some posts take days to craft and still flop. Others are mapped, written, and posted in under an hour — and go viral. The difference isn’t luck. It’s knowing how to turn a loose idea into a structured, platform-optimized piece of content that hooks instantly. I’ve been doing it by pairing ChatGPT software and Claude language model with a custom Prompt Generator workflow that removes guesswork and keeps my style intact.
Why ideas die before they hit “publish”
Most creators aren’t short on ideas — they’re short on process. They:
- Don’t know the best format for the idea.
- Default to bland hooks.
- Lose momentum trying to figure out structure.
By the time the post is half-written, the spark’s gone.
The Prompt Generator acts like a content architect. Feed it your idea, and it delivers:
- Multiple hooks.
- A clear platform-specific outline.
- CTA ideas that match the tone.
The base prompt that does the heavy lifting
“Take this idea: [insert idea] and turn it into a content map for [platform]. Include 5 headline variations, 3 opening hook options, a 3-part structure, and 2 call-to-action ideas. Keep it conversational, slightly opinionated, and aligned to [audience].”
ChatGPT software generates the structure.
Claude language model edits for flow, emotional hooks, and pacing — adding that subtle human feel detectors love and audiences respond to.
Real example: from scrap note to viral
Raw note in my phone: “Most AI copy fails because it’s afraid to offend anyone.”
Prompt Generator output via ChatGPT software:
- Hooks:
- “Your AI copy is boring because it’s trying to be liked by everyone.”
- “Polite content doesn’t sell — here’s why.”
- “Your AI copy is boring because it’s trying to be liked by everyone.”
- Structure:
- Part 1: Call out the problem.
- Part 2: Show proof/examples.
- Part 3: Offer the fix.
- Part 1: Call out the problem.
- CTA: “What’s the most unfiltered post you’ve ever seen win big?”
Claude’s edit added micro-stories: real examples of safe content that flopped vs bold posts that sold out products.
Result: Posted on LinkedIn Friday morning, 98 comments in 48 hours, 4 inbound leads.
Repurposing the same idea across platforms
With one more prompt, the same post becomes multi-platform content.
“Repurpose the above post for [platform], adjusting hook length, pacing, and CTA for that audience’s behavior.”
- Twitter/X: Thread with sharp one-liners.
- Instagram: Carousel with “safe post vs bold post” slides.
- TikTok: Script with a pattern interrupt cold open.
The Chatronix edge for faster virals
I don’t just run the prompt once. Inside Chatronix, I send it to six models at once: ChatGPT, Claude language model, Gemini, Grok chatbot, Perplexity AI, turbo mode.
- ChatGPT lays down structure.
- Claude gives it emotion and narrative pull.
- Gemini suggests timely, trend-based hooks.
- Grok chatbot injects natural, conversational rhythm.
- Perplexity AI fact-checks stats and claims.
- DeepSeek fills any gaps lightning-fast.
The side-by-side output view lets me merge the strongest lines, swap hooks, and get a publish-ready post that feels handcrafted. With 10 free requests, turbo mode, it’s the closest thing to having a creative team on standby. Test it here: multi-model AI workspace.
Prompt variations for different outcomes
For engagement:
“Map this idea into a post that provokes comments and discussion. Add 3 open-ended CTAs that invite stories.”
For authority building:
“Map this idea into a post that positions me as an insider in [industry] without sounding self-promotional.”
For lead generation:
“Map this idea into a post that naturally leads readers to a free resource or offer.”
Avoiding AI tells that kill authenticity
AI-written content gets caught — by detectors and readers — when it leans on these clichés:
- “In today’s fast-paced digital world…”
- “Harnessing the power of AI…”
- “The possibilities are endless…”
- “A game-changer for…”
- “In conclusion…”
Fix: Use specific, grounded examples. Replace “game-changer for marketing” with “cut our ad spend by 32% in two weeks without lowering reach.”
Step-by-step: from idea to viral post in under an hour
- Capture the raw idea — one line is enough.
- Run it through the Prompt Generator — get hooks, structure, CTA.
- Edit with Claude language model — refine tone, add story beats.
- Repurpose with Chatronix multi-model — adapt for other platforms.
- Publish fast — the longer you sit on it, the more momentum dies.
- Engage early — reply to first comments to keep the post circulating.
<blockquote class=”twitter-tweet”><p lang=”en” dir=”ltr”>Stop copy-pasting from ChatGPT.<br><br>It's easily detectable.<br><br>Here's an AI hack to humanize your text: <a href=”https://t.co/6rdGWO9T3p”>pic.twitter.com/6rdGWO9T3p</a></p>— Jason Nguyen (@itsjasonai) <a href=”https://twitter.com/itsjasonai/status/1866784236667064562?ref_src=twsrc%5Etfw”>December 11, 2024</a></blockquote> <script async src=”https://platform.twitter.com/widgets.js” charset=”utf-8″></script>
Table: Manual vs Prompt Generator workflow
| Step | Manual Creation Time | Prompt Generator + Chatronix |
| Hook brainstorming | 20–30 min | 5 min |
| Structure building | 15–20 min | 3 min |
| Tone alignment | 30–40 min | 8 min |
| Multi-platform repurpose | 1–2 hours | 10–15 min |
| Total | ~3–4 hours | <40 min |
Why this method works for both solo creators and teams
Solo? You publish more often without burning out.
Team? Every idea gets maxed across channels without dragging creatives into endless meetings.
With the Prompt Generator + Chatronix combo, you remove bottlenecks and multiply reach — without losing your unique voice.