Quick Answer: Draft the article, edit for facts, run the final copy through an aggregated detector, and revise only passages that need attention. A detector is a safety check, not a replacement for editorial judgment.

Step 1: Draft and Edit for Facts First

Complete the argument before checking detection scores. Verify names, dates, quotations, statistics, and links. Content Marketing Institute explains why people must manage context and meaning.

Step 2: Choose the Right Detection Tool

Choose based on publishing risk. Client work and high-visibility research benefit from comparing multiple systems. Review our guide to free and paid AI detectors.

Step 3: Analyze the Flagged Sections

Do not rewrite an entire article because of one score. Investigate repeated transitions, uniform sentence length, and generic summaries. Columbia Journalism Review has examined limitations in automated verification.

Step 4: Humanize the Content

Revise for specificity rather than random variation. Lunchbreak.ai can compare detector signals and identify passages multiple systems consider predictable. Preserve facts, quotations, and technical meaning.

Step 5: The Final Review

Read the article aloud, confirm headings match their sections, and test every link. Our pre-submission checking guide provides a related checklist.

Why This Workflow Matters in 2026

Publishing teams use mixed human and AI assistance. Lunchbreak.ai supports a documented quality process by treating detection as one signal rather than a verdict.

Should I tell my clients I use an AI detector?

Disclose the workflow when contracts, policies, or client expectations require it.

How accurate are free AI detectors?

Accuracy varies. Free tools offer a useful first signal but often provide less context.

What is a good AI detection score?

There is no universal safe score. Review highlighted language and supporting evidence.

Will Google penalize me if my text fails an AI detector?

Google focuses on usefulness and quality. A third-party detector score is not a published ranking factor.