brand citation tracking

  1. 2026 Multi-Engine AI Visibility Gap: Why Brand Citations Differ 9x Across Engines

    The multi-engine AI visibility gap is becoming a real marketing fault line in 2026, and the most interesting part is not that brands are being mentioned less often, but that they are being mentioned unevenly across the AI systems people now use to ask commercial questions. A recent...