Just Text Tool Blog

Clean Up AI Generated Text Formatting Before Publishing

2026-02-21 · 2 min read

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:

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

  1. Decide the target style (sentence case for body text is the safe default).
  2. Copy the text into a plain text field first.
  3. Apply the conversion (sentence case / lower / upper).
  4. Restore acronyms (SEO, API, URL, JSON, AI) and proper nouns (brand names).
  5. Skim headings separately to match your style guide.

Common mistakes

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

Related: /blog/



Related cluster (planned topics)

About

Just Text Tool is a text utility project focused on clean formatting, developer workflows, and practical writing improvements.