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- The Next Input — Issue #094
The Next Input — Issue #094
Stop Your AI From Talking Like a Cornball

Spinny…
⚡ The Briefing — 60 sec
Three years since ChatGPT’s launch
Hard to believe it’s been three years since the iconic “I’m sorry, but as a model trained by OpenAI…” era. Simpler times. Slower models.HP to cut up to 6,000 jobs to ‘focus on AI’
Would be nice if, just once, the headline was “6,000 executives replaced by AI.” But no… it’s never that story.Aussie teenager charged over erotic roleplay with ChatGPT
Erotica is one thing, but the model saying “heckin” like a 2015 Tumblr dog? That’s the real crime.
🛠️ The Playbook — The Tone Filter: Stop AI From Talking Like a Cornball
Mission Force AI outputs into a consistent brand voice—clean, human, direct, no cringe.
Difficulty Medium
Build time 1.5 hours
ROI Eliminates 90% of tone problems before they ever reach a client or audience.
0) Why This Matters
Models default to whatever tone they think is “safe,” which often lands somewhere between corporate oatmeal and weird internet baby-talk.
If your brand has an actual voice—straightforward, modern, human—you need a filter that catches cringe before it escapes into the wild.
1) Architecture
Component | Tool | Purpose |
|---|---|---|
Input Surface | Cursor / Notion / Email | Where drafts appear |
Tone Engine | Claude 4.5 Sonnet | Convert text → brand voice |
Validator | GPT-5-mini | Flag residual cringe or off-brand language |
Style Guide Store | Airtable | Holds voice rules + banned terms |
Delivery | Make / Zapier | Send final polished text back to user |
2) Workflow
Create a “Tone Rules” table in Airtable with:
allowed tone markers
banned words
example good vs bad phrasing
User drops any draft (email, LinkedIn post, newsletter, product copy) into Notion or a folder.
Make/Zapier detects the new file and sends it to Claude.
Claude rewrites the text according to your brand rules.
GPT-5-mini runs a second pass to:
highlight any lingering cringe
flag unnatural phrases
catch sudden tone shifts
Final output is delivered back to Slack or email for use.
3) Example Prompts
Rewrite Prompt (Claude 4.5 Sonnet)
Rewrite the text in a clean, modern, confident tone.
Rules:
- No cutesy, nerdy, or overly corporate phrasing.
- No slang that feels forced or outdated.
- Keep sentences tight and punchy.
- Maintain the writer’s intent, not the model’s habits.
Banned terms: heckin, uwu, delightful, leveraging synergies, etc.
Output only the rewritten text.
Tone Validation Prompt (GPT-5-mini)
Scan the text for tone issues:
- cringe phrasing
- inconsistent voice
- forced slang
- corporate filler language
Suggest minimal corrections to restore a clean, human tone.
4) Guardrails
Don’t remove necessary nuance in legal or technical content.
Keep rewrites structurally identical—this is tone, not meaning.
Always surface banned terms clearly.
Never add slang the user didn’t imply.
5) Pilot Rollout — 90 minutes
Build your Airtable “Tone Rules” table.
Add 10 “bad → good” examples to train the engine.
Connect a Notion or folder trigger to Make.
Run five internal drafts through the pipeline.
Compare rewritten versions with originals and adjust banned terms.
Turn on auto-processing for daily use.
6) Metrics
Percentage of drafts requiring manual cleanup afterward
Number of banned terms caught per week
Reduction in inconsistent voice between authors
Time saved per draft
Team satisfaction score after rollout
Pro Tip: Update the banned-terms list weekly. If a phrase annoys you once, it’ll annoy you twice.
🎯 The Arsenal — Tools & Prompts
Writer.com Styleguide · Build tone rules + automated checks · https://writer.com
Notion AI Workspace · Easy drop zone for drafts + workflow triggers · https://www.notion.so
Airtable · Store voice rules, banned terms, and examples · https://airtable.com
Make.com · Automate rewrite flow end-to-end · https://make.com
Copy-paste prompt block:
You are enforcing tone consistency.
Rewrite text to be:
- clean
- modern
- confident
- zero cringe
No forced slang. No childish phrasing. No corporate fluff.
Maintain meaning; upgrade tone.
💡 Free Office Hours
Want help implementing anything? Book a free 15-minute Office Hours slot—no sales pitch, just workflows solved.
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🕹️ Game Over
Set the tone once—let the system keep it tight.
— Aaron Automating the boring. Amplifying the brilliant.
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