Multi-Engine AI Visibility Gap Widens as Brand Citation Rates Vary 9x Across Major AI Search Engines
The Multi-Engine AI Visibility Gap — the measurable disparity in how often a brand is cited across different AI-powered search engines — is emerging as the defining blind spot in digital marketing strategy for 2026.
Eight Engines, Eight Different Realities
The AI search ecosystem now comprises at least eight distinct