Image models still miss text in production, and teams fall back to generate-check-regenerate

wuyuByteX · reddit · 2026-07-24

• The author says image models still fail on text: they can get composition right, but often misspell short uncommon words or longer phrases.
• They have tried the usual prompt tricks—tighter layouts, fewer words, higher contrast, and more explicit prompting—but none fully solve the issue.
• Their current reliable workflow is generate → check → regenerate, sometimes with OCR in the loop to catch bad outputs before humans see them.
• They ask what production teams actually do: composite text as a separate layer, use a model better at glyphs, or rely on regeneration until it works.

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