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Original research · June 2026

Most leading software brands aren't ready for AI search

We ran the CiteLark audit on 45 of the web's best-known SaaS and marketing websites to see how visible they are to ChatGPT, Perplexity, Gemini, and Google AI Overviews. 43 returned complete results — the other 2 couldn't be fully crawled (timeout, bot protection, or too large) and were excluded as inconclusive. Here's what the data shows.

78/100

Average AI Search Readiness score across the sample — competent, but well short of cite-ready.

12%

use FAQ/Q&A schema — the single format AI assistants quote most. Just 5 sites in the entire sample had it.

5%

block at least one AI answer engine in robots.txt — often unintentionally, a leftover from a generic rule written for a pre-AI web.

30%

publish no structured data at all, leaving AI to guess who they are and what they do.

The format AI loves most is the one nobody uses

AI assistants are disproportionately likely to quote content shaped as questions and answers — it maps directly onto how people prompt them. Yet just 12% of the sites we audited publish FAQ schema. The top-scoring site, squarespace.com at 98/100, is one of the few that does. The format that most improves your odds of being cited is sitting unused on almost every site.

A few are quietly shutting AI crawlers out

None of the sites that returned a complete audit block every AI answer engine — but 5%still disallow at least one AI crawler in robots.txt, often unintentionally: a leftover from a generic rule written for a pre-AI web. Even one blocked search crawler quietly removes you from that engine's answers.

Structured data is still optional — and it shouldn't be

30% of the sample published no structured data at all, and 40% had no Organization markup to anchor their identity. These are the machine-readable facts AI relies on to know who you are and what it can safely quote. Without them, even a well-known brand becomes a guess.

Full results

Sorted by AI Search Readiness score. Audited June 6, 2026 via CiteLark.

SiteScoreGradeSchemaAI engines
squarespace.com98AYes + FAQAll allowed
wix.com96AYes + FAQAll allowed
klaviyo.com94AYes + FAQAll allowed
zendesk.com90AYesAll allowed
pipedrive.com89AYes + FAQAll allowed
hubspot.com87AYesAll allowed
stripe.com87AYesAll allowed
salesforce.com86AYes + FAQAll allowed
mailchimp.com85AYesAll allowed
semrush.com85AYesAll allowed
asana.com85AYesAll allowed
webflow.com85AYesAll allowed
intercom.com85AYesAll allowed
activecampaign.com85AYes1 blocked
bigcommerce.com85AYesAll allowed
zapier.com83BYesAll allowed
airtable.com83BYesAll allowed
shopify.com83BYesAll allowed
twilio.com82BYesAll allowed
ahrefs.com81BYesAll allowed
buffer.com81BYesAll allowed
docusign.com81BYesAll allowed
clickup.com80BYesAll allowed
atlassian.com80BYesAll allowed
typeform.com79BYesAll allowed
vercel.com79BYesAll allowed
dropbox.com79BYesAll allowed
loom.com78BYesAll allowed
calendly.com77BYesAll allowed
figma.com76BYesAll allowed
gusto.com73BNoneAll allowed
hootsuite.com70BNoneAll allowed
miro.com67CNoneAll allowed
netlify.com67CNoneAll allowed
slack.com66CNoneAll allowed
linear.app66CNoneAll allowed
segment.com66CNoneAll allowed
sendgrid.com66CNoneAll allowed
github.com64CNoneAll allowed
notion.so63CNone1 blocked
monday.com62CNoneAll allowed
trello.com57CNoneAll allowed
mixpanel.com56CNoneAll allowed

Methodology

Each site's public homepage was audited with CiteLark's AI Search Readiness engine, which scores six weighted dimensions: AI crawler access, structured data, content extractability, answer readiness, entity & authority, and technical foundations. Scores are 0–100. Sample: 45 widely-used SaaS and marketing brands selected for recognizability; 43 returned complete audits (2 couldn't be fully crawled — timeout, bot protection, or too large — and were excluded as inconclusive, not counted as blocking AI). Audited June 6, 2026. Site configurations change frequently — run a live audit for current results.

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