Your Lighthouse score is 98 but visitors still bounce
Technical SEO passes, but the hero doesn't answer 'what is this?' in five seconds. Visitors leave before scrolling, and Google reads that as a quality signal.
Free · We'll email you when it's ready
For SaaS founders and indie hackers
AI landing page audit for humans and LLMs
Most landing pages fail two reads at once: visitors leave because the hero is vague, and AI agents misclassify the product because the ICP isn’t explicit. Paste one URL and find out which category you’re in.
Five things that break on AI-era landing pages.
These aren’t hypotheticals. Every audit we run finds at least two of them on the first pass.
AI agents classify you as the wrong category
ChatGPT sees your SaaS as a 'project management tool' when you're a niche time-tracker for consultants. One misclassification means you're absent from the queries that should send you customers.
Your ICP is buried in paragraph five
You mention the target customer somewhere on the page, but not where LLMs or first-time visitors look first. Both skip past it — and so do conversions.
Competitors with worse products are cited more often
Perplexity and Claude recommend products that are explicit about their category, audience, and use cases. If your page is vague, you lose the citation to a direct competitor.
Traditional audits don't touch the LLM layer
Most audits check meta tags, headings, and load speed. None of them simulate how a large language model reads and interprets your page when answering a query.
How the dual-read audit works.
One pass for human visitors. One pass for AI agents. Both delivered together as a single, actionable report.
- 01
Paste one URL
One landing page — no site crawl, no install, no dashboard. The audit is page-scoped.
- 02
We run two reads
A human clarity pass (5-second visitor scan) and an LLM interpretation pass (how AI agents classify your product, ICP, and use case).
- 03
Get three scores and a fix list
Human clarity, LLM understanding, and AI search readiness — each with specific findings and a ranked list of changes, not a 30-page document.
What the report looks like.
Three scores with plain-English findings, not a spreadsheet of technical warnings.
CA
callbird.io
AI call recording for sales teams
Human clarity71/100
Hero doesn't name the ICP above the fold
LLM understanding49/100
ChatGPT classifies as generic CRM, not call recording
AI search readiness58/100
Missing customer proof; no FAQ markup
Top 3 fixes
- 1Rewrite H1: replace 'Close more deals with AI' → 'AI call recording for B2B sales teams'
- 2Add ICP statement in first paragraph: 'Built for outbound SDRs at 10–200 person SaaS companies'
- 3Add one testimonial with a specific metric above the fold
Want to see a full example report? View the complete sample audit →
Common questions about AI page audits.
What does an AI landing page audit check?
It checks two things most audits miss: (1) human clarity — does the hero communicate product, audience, and value in under five seconds? (2) LLM understanding — when ChatGPT or Claude processes your page, do they extract the right category, ICP, and use case? Most pages fail at least one of these.
How is an AI audit different from a regular SEO audit?
A standard SEO audit checks technical signals: meta tags, load speed, headings, backlinks. An AI landing page audit checks whether the content itself communicates clearly to both human visitors and large language models. LLMs don't read meta tags the way Google does — they read the actual body copy and infer meaning from it.
Which AI platforms does it check against?
The audit runs an LLM interpretation pass that mirrors how ChatGPT, Claude, Gemini, and Perplexity process pages when answering user queries. The findings are platform-agnostic — fixing a vague hero improves your signal across all of them.
Do I need to fix everything in the report?
No. The fixes are ranked by impact. In most cases, rewriting the hero headline and adding one explicit ICP statement moves the scores significantly. Start with the top two items and re-audit.
How quickly will I receive the audit?
You paste a URL, leave an email, and we send you a login link. No password needed.
Is this useful if I already rank on Google?
Yes. Google ranking and LLM recommendation are separate channels. A page can rank well on Google while being consistently misclassified by AI agents. As more users shift to AI-generated answers for product discovery, this gap becomes expensive.
Audit your landing page now.
Free. Paste a URL, leave an email — human clarity score, LLM understanding score, and ranked fixes. We'll send you a link to your audit.