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AI Visibility Report 2026
Cohort study structure for B2B SaaS — metrics derived from real engine runs.
Research on AI discovery
Original analysis from stored scan evidence — we publish only what the pipeline can prove.
Measure
Are we in the answer?
Understand
Why do they pick someone else?
Fix
What do we change first?
By team
Built for the people who own the answer
By need
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