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.
Average AI Search Readiness score across the sample — competent, but well short of cite-ready.
use FAQ/Q&A schema — the single format AI assistants quote most. Just 5 sites in the entire sample had it.
block at least one AI answer engine in robots.txt — often unintentionally, a leftover from a generic rule written for a pre-AI web.
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.
| Site | Score | Grade | Schema | AI engines |
|---|---|---|---|---|
| squarespace.com | 98 | A | Yes + FAQ | All allowed |
| wix.com | 96 | A | Yes + FAQ | All allowed |
| klaviyo.com | 94 | A | Yes + FAQ | All allowed |
| zendesk.com | 90 | A | Yes | All allowed |
| pipedrive.com | 89 | A | Yes + FAQ | All allowed |
| hubspot.com | 87 | A | Yes | All allowed |
| stripe.com | 87 | A | Yes | All allowed |
| salesforce.com | 86 | A | Yes + FAQ | All allowed |
| mailchimp.com | 85 | A | Yes | All allowed |
| semrush.com | 85 | A | Yes | All allowed |
| asana.com | 85 | A | Yes | All allowed |
| webflow.com | 85 | A | Yes | All allowed |
| intercom.com | 85 | A | Yes | All allowed |
| activecampaign.com | 85 | A | Yes | 1 blocked |
| bigcommerce.com | 85 | A | Yes | All allowed |
| zapier.com | 83 | B | Yes | All allowed |
| airtable.com | 83 | B | Yes | All allowed |
| shopify.com | 83 | B | Yes | All allowed |
| twilio.com | 82 | B | Yes | All allowed |
| ahrefs.com | 81 | B | Yes | All allowed |
| buffer.com | 81 | B | Yes | All allowed |
| docusign.com | 81 | B | Yes | All allowed |
| clickup.com | 80 | B | Yes | All allowed |
| atlassian.com | 80 | B | Yes | All allowed |
| typeform.com | 79 | B | Yes | All allowed |
| vercel.com | 79 | B | Yes | All allowed |
| dropbox.com | 79 | B | Yes | All allowed |
| loom.com | 78 | B | Yes | All allowed |
| calendly.com | 77 | B | Yes | All allowed |
| figma.com | 76 | B | Yes | All allowed |
| gusto.com | 73 | B | None | All allowed |
| hootsuite.com | 70 | B | None | All allowed |
| miro.com | 67 | C | None | All allowed |
| netlify.com | 67 | C | None | All allowed |
| slack.com | 66 | C | None | All allowed |
| linear.app | 66 | C | None | All allowed |
| segment.com | 66 | C | None | All allowed |
| sendgrid.com | 66 | C | None | All allowed |
| github.com | 64 | C | None | All allowed |
| notion.so | 63 | C | None | 1 blocked |
| monday.com | 62 | C | None | All allowed |
| trello.com | 57 | C | None | All allowed |
| mixpanel.com | 56 | C | None | All 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.
Related reading
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