Is one detector score enough?

No. Cross-checking and manual review are necessary.

What sample length works best?

A few coherent paragraphs usually produce steadier signals.

A practical process for checking AI-generated signals using detector tools plus human review.

Run detector checks on multiple sections, not one short snippet.

Then verify with context: source quality, argument depth, and writing consistency.