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AI visibility tool rankings, by need

Same 14 tools, same data, different weights: pick the list that matches the job.

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.