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.