Frontline Investigation

Oct 5, 2026 · Artificial Intelligence

AI Recognizes Table Text But Misinterprets Row-Column Relationships

Multimodal AI can accurately extract text from table screenshots but often fails to grasp structural relationships like merged headers, units, and footnotes, leading to fluent yet misleading summaries; research shows text recognition accuracy does not equal reliable business interpretation, so AI should provide verifiable observations with source references for human verification.