The Precision Gap: Why Generative AI Struggles with Scientific Data Visualization

Generic image AI fails in research due to spelling hallucinations and the lack of layout persistency during peer-review revisions. Professionals are moving toward structured canvas tools that treat diagrams as editable objects rather than static pixel blobs to meet academic standards.