# Detect on-screen text legibility problems from OCR output

Judges: OCR text of a frame plus contrast ratio computed by code. Questions: noul:text\_is\_title - lower-third vs incidental; choice:risk - too\_small/too\_fast/ok. Action: Code applies fixes only to titles; flags lower-thirds shown under reading-time threshold.

Grade: A — A clean typed decision \(yes/no, a pick from a list, or a level on a scale\) that is concrete, repeats routinely, and has meaningful value.. Score: 4.02.

Vertical: Agencies, media & creators.

Function: Agents & dev.

Status: Idea.

Volume: routine.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/agency_media_creator/)
- [Function](/functions/agents_dev/)
- [Digest-worthiness of a channel day](/use-cases/digest-worthiness-of-a-channel-day/)
- [Photograph description gap detector](/use-cases/photograph-description-gap-detector/)
- [Reading-a-doom-spiral detector](/use-cases/reading-a-doom-spiral-detector/)
- [Weeding review](/use-cases/weeding-review/)
- [jev-wechat-live](/use-cases/jev-wechat-live/)
- [Predicting queries before submission](/use-cases/predicting-queries-before-submission/)