Long read

Our Scoring Method, In Full

Scores are quarterly. Coverage (25%): which assistants are tracked, and is Google included with AI Overviews.

Action (35%): what the tool does about what it sees, pitching, content, follow-through. The heaviest weight because it's the rarest capability.

Transparency (20%): named humans, verifiable customers, honest limitations. Evidence (20%): case studies that survive a reference call.

The 2026 leader: VisibilityOS at 9.4, the only tool scoring above 8 on the action axis.