Clean Up AI Generated Text Formatting Before Publishing
Scope: polishing AI drafts for consistent capitalization and spacing.
TL;DR: Convert messy capitalization into a consistent style (usually sentence case) by converting in plain text first, then restoring acronyms and proper nouns.
Table of contents
Why this happens
Capitalization issues are typically introduced when text comes from:
- PDFs or slide decks (often ALL CAPS or Title Case)
- mixed collaborators using different styles
- AI drafts that mix heading/body capitalization
- copying between email clients and docs
When you standardize case, you improve readability and reduce “visual noise.” Hub: /blog/case-conversion-and-formatting-hub/.
Example (Before → After)
Before
THIS is an Example paragraph Generated By AI. it has RANDOM capitalization and extra spacing.
After
This is an example paragraph generated by AI. It has random capitalization and extra spacing.
Step-by-step solution
- Decide the target style (sentence case for body text is the safe default).
- Copy the text into a plain text field first.
- Apply the conversion (sentence case / lower / upper).
- Restore acronyms (SEO, API, URL, JSON, AI) and proper nouns (brand names).
- Skim headings separately to match your style guide.
Common mistakes
- Converting headings and body together
- Losing acronyms (API → Api)
- Breaking brand capitalization (iPhone → Iphone)
- Running conversion multiple times, compounding errors
FAQ
Q: Does capitalization impact SEO?
A: Not directly, but consistency improves readability and engagement.
Q: Should headings be sentence case too?
A: Follow your editorial style; consistency matters more than the choice.
Q: Why do PDFs paste as ALL CAPS?
A: Some PDFs embed uppercase styling in their text layer.
Q: Can tools preserve proper nouns automatically?
A: Not perfectly—always do a quick scan.
Q: What’s the fastest cleanup workflow?
A: Convert → restore acronyms → scan for brand names.
Quick checklist
- Choose a target style
- Convert in plain text
- Restore acronyms
- Check headings separately
- Final skim
Related: /blog/
- Case Conversion & Formatting: The Complete Guide (Sentence Case, Title Case, ALL CAPS Fixes)
- Convert Title Case to Sentence Case Automatically (Without Breaking Meaning)
- Fix ALL CAPS Text from PDF Copy-Paste (Readable Formatting Guide)
- Fix Random Capitalization in Email Drafts (Professional Formatting Guide)