The 5 Engines That Matter in 2026
Each engine has its own retrieval habits. Perplexity leans heavily on fresh, citable web sources. Google AI Overviews inherits much of classic search authority. ChatGPT and Claude blend trained knowledge with retrieval, which rewards consistent, widely corroborated positioning. Gemini sits close to Google signals with its own synthesis behavior.
A single blended visibility score is useful for trend, but the actionable insight is per-engine. Losing on Perplexity usually means a citation and freshness problem. Losing on ChatGPT more often means a corroboration and positioning problem.
Read the engine breakdown first, then pick the lift work that matches the failure mode. That is how you turn a score into a plan.
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