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AI visibility tools, head to head

Two tools, one table, a verdict in 30 seconds. The pairs buyers search for most.

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Prices checked. Read on official pricing pages on Nov 14, 2026.
Official sources. Plan limits and engine lists quoted from each vendor.
Public method. One formula, eight criteria, weights published.
Links flagged. Some links may be affiliate links; scores never depend on them.