VisibleDiagnostic · Pilot data · 4 Nov 2026

AI Visibility Index: 27 B2B SaaS brands, 81 buyer-question answers

Three buyer questions per brand in logged-out AI sessions on 4 Nov 2026. We recorded whether the brand was mentioned, whether its own site was cited, and which domains were cited instead.

55/81

Answers that mentioned the brand (68%)

26/81

Answers that cited the brand's own site (32%)

27

B2B SaaS brands

Compare by category: AI meeting notes · authentication · product analytics · headless CMS · website builder

Results

BrandScoreMentionedOwn site cited
Fireflies.ai1003/33/3
WorkOS983/33/3
Amplitude973/33/3
Sanity923/32/3
Airtable883/31/3
Customer.io883/31/3
Dub833/30/3
Retool833/30/3
Supabase833/30/3
Tally833/31/3
Webflow803/30/3
Mixpanel732/33/3
Clerk682/32/3
Otter.ai682/31/3
Granola632/30/3
Plausible Analytics632/31/3
Wispr Flow632/30/3
Linear612/30/3
Framer582/30/3
PostHog582/31/3
Circleback521/32/3
Contentful421/31/3
Attio371/31/3
Raycast371/30/3
Documenso00/30/3
Payload CMS00/30/3
tl;dv00/30/3
Read this as a pilot, not a verdict. Each brand was checked once (3 questions). The paid diagnostic repeats 10 buyer questions across three days and traces every cited source against three named competitors. The free one-run check is a sample.

Read the findings article → · How these numbers are measured →

Method

Three buyer questions per category, one logged-out run per brand on 4 Nov 2026; every citation resolved to its hostname. No client data is included.