The matrix
Six dimensions, four tools.
Categories chosen because they're what the buyer's spreadsheet usually scores. Drawn from publicly-listed features as of May 2026, tell us if we've mis-stated yours.
AuthorityOn AIUs
- CoverageUp to 8 LLMs · weekly
- DeliverablePrioritised action list
- CadenceSubscription · drift alerts
- EntitiesBrand · products · leaders · campaigns
- AuditsWeb · Social · Content rolled into the score
- DataReal prompts, real responses, kept on file
Profound
- Coverage4 LLMs · category-focused
- DeliverableVisibility leaderboard
- CadenceWeekly
- EntitiesBrand only
- AuditsNot included
- DataReal prompts
Semrush AI Visibility
- Coverage3 LLMs · keyword-based
- DeliverableVisibility chart
- CadenceOn-demand
- EntitiesBrand only
- AuditsSeparate add-on toolkits
- DataEstimated from keyword index
Ahrefs Brand Radar
- Coverage2 LLMs (beta)
- DeliverableMention monitor
- CadencePolling
- EntitiesBrand · products
- AuditsSEO-only
- DataCrawled answers