LlamaGen.AI home pagelogo
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.

Was this article helpful?