Screenshots do not explain relevance
A page can contain many buttons, cards, labels, and layout regions. A screenshot shows all of them at once. It does not tell the model which one is wrong.
Why screenshots alone are not enough for AI debugging
A raw screenshot is better than nothing, but it still leaves the model guessing. AI debugging works better when the evidence is selected, annotated, and grounded in the current browser state.
Annotation closes the gap
A box, arrow, or short note turns the screenshot into evidence. It tells the model where to look and what expectation it should use while reasoning about the issue.
Light context helps only when needed
Sometimes the image is enough. Sometimes the bug needs a little extra help from page or runtime context. LLM Clip keeps the visual evidence primary and adds context only when it improves clarity.