Misattribution — Misattribution happens when an AI/SI system credits a fact, review, or quote to the wrong entity. It often follows from conflation or weak disambiguation. A business can be blamed for another company’s problems or lose credit for its own work. Strong, distinct identity signals are the best protection.

Added October 21, 2026