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Original research · June 2026

Most leading software brands aren't ready for AI search

We ran the CiteLark audit on 30 of the web's best-known SaaS and marketing websites to see how visible they are to ChatGPT, Perplexity, Gemini, and Google AI Overviews. 21 returned complete results — 9 blocked our automated request entirely, a visibility red flag in itself. Here's what the data shows.

75/100

Average AI Search Readiness score across the sample — a 'C+': competent, but well short of cite-ready.

5%

use FAQ/Q&A schema — the single format AI assistants quote most. Only one site in the entire sample had it.

14%

block at least one AI answer engine in robots.txt. Two sites block every single one — invisible to ChatGPT, Perplexity, and Claude by their own choice.

29%

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 5% of the sites we audited publish FAQ schema. The lone exception, squarespace.com, also topped the study at 95/100. The format that most improves your odds of being cited is sitting unused on almost every site.

Some giants are invisible by their own hand

The most surprising finding: calendly.com and slack.com block every major AI answer engine in their robots.txt. No matter how good their content is, ChatGPT Search, Perplexity, and Claude simply cannot read it. In total, 14% of sites block at least one AI crawler — often unintentionally, a leftover from a generic robots rule written for a pre-AI web.

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

29% of the sample published no structured data at all, and 43% 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 4, 2026 via CiteLark.

SiteScoreGradeSchemaAI engines
squarespace.com95AYes + FAQAll allowed
intercom.com85AYesAll allowed
stripe.com84BYesAll allowed
airtable.com83BYesAll allowed
asana.com82BYesAll allowed
webflow.com82BYesAll allowed
mailchimp.com81BYesAll allowed
buffer.com81BYesAll allowed
ahrefs.com78BYesAll allowed
loom.com78BYesAll allowed
clickup.com77BYesAll allowed
dropbox.com76BYesAll allowed
vercel.com74BYesAll allowed
figma.com73BYesAll allowed
gusto.com73BNoneAll allowed
miro.com67CNoneAll allowed
netlify.com67CNoneAll allowed
linear.app66CNoneAll allowed
notion.so63CNone1 blocked
calendly.com57CYes7 blocked
slack.com45DNone7 blocked

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: 30 widely-used SaaS and marketing brands selected for recognizability; 21 returned complete audits (9 blocked automated access). Audited June 4, 2026. Site configurations change frequently — run a live audit for current results.

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