Trust and safety

AI limitations and human review

Understand the recurring limitations of generated comics, manga, storyboards, images, and video.

Updated Aug 17, 2026Last verified Aug 17, 2026
Applies to: LlamaGen

AI output is probabilistic. The same input can produce different results, and a visually strong page can still contain factual, textual, continuity, or rights-related errors.

Common limitations

  • Character faces, clothing, props, and environments can drift between panels.
  • Hands, small objects, crowded scenes, and complex poses can contain visual errors.
  • Text drawn inside an image can be misspelled or unreadable.
  • Panel continuity, reading order, and speaker attribution can require manual correction.
  • A generated result can resemble familiar visual material even when that was not intended.
  • Video timing, motion, audio, and lip synchronization can require additional editing.

Review before delivery

Check each panel at full size, proofread all text outside the image-generation step when possible, compare recurring characters against references, and verify export files after download. High-stakes educational, legal, medical, financial, or safety information requires qualified human review.

The Verified Comic Evidence section records observed results and limitations for specific controlled runs; it is not a guarantee that every generation will match those results.

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