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For SaaS founders and indie hackers

See what humans and AI agents actually understand

AISeoLand is a landing page audit tool for AI search and LLM SEO. Paste one URL to get three scored reads, ranked messaging fixes, and a ready-to-paste prompt for your AI coding agent.

Not sure what you get? See a sample audit report →

Audit preview

The report shows the gap between intent and extraction

Open example

Human Clarity

Mixed

71/100

LLM Understanding

Weak

49/100

AI Search Readiness

Mixed

61/100

High impact finding

Hero headline does not name the product category, so visitors and LLMs classify the page too broadly.

Suggested rewrite

Before

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scored reads

20+

ranked fixes per audit

setup or crawl config

Classification checked against AI search behavior

ChatGPT
Claude
Gemini
Perplexity
Copilot
Grok

Three scores from one URL

The same page is read twice — once like a visitor, once like an AI agent. You get both reads side by side.

Human clarity

What visitors understand in 5 seconds

Product, audience, value, and next step — read the way a first-time visitor scans the page.

LLM understanding

How AI agents classify your product

Category, ICP, use cases, and the risk that an LLM summarizes you as the wrong kind of product.

AI search readiness

Whether AI search engines can recommend you

Can ChatGPT, Perplexity, Gemini, and Claude correctly understand, cite, and recommend your product? We check the context, structure, and proof they need to surface you.

What gets checked

Every audit runs the same playbook across three dimensions — no config, no exclusions.

Human Clarity

5-second test: product, audience, problem
Hero headline: category noun, falsifiability, length
What first-time visitors understand
What is ambiguous or missing

LLM Understanding

Product category an LLM would assign
Alternative categories if the page is ambiguous
ICP as inferred from page text
Use cases extracted from the page
Risk of misclassification

AI Search Readiness

Title tag & meta description
OG & Twitter card tags
Schema markup (structured data)
Image alt text coverage
Canonical, hreflang & robots.txt
Blocked AI bots (GPTBot, PerplexityBot)

One URL in. One ranked list out

No dashboards, no setup. Designed to be useful in the first minute.

01
Paste a URL
One landing page. No signup, no install, no full-site crawl.
02
Get two reads
Side-by-side: what humans understand and what LLMs infer.
03
Copy the fix prompt
One click copies a brief pre-loaded with your findings and rewrites. Paste it into Claude Code or Cursor — done.

New

Don't just know what's wrong. Fix it

After your audit, one click copies a safe implementation brief built for your AI coding agent — findings, suggested rewrites, and guardrails included.

Ranked findings with severity

Every issue tagged high, medium, or low — so the agent starts with the most impactful fix.

Suggested rewrites, ready to apply

Hero headline, meta title, CTA — current copy, suggested replacement, and why it works.

Safe-change guardrails

Explicit rules: don't break design, don't invent product facts, defer anything uncertain to you.

Fix prompt

Copy prompt

You are working inside the codebase for
this landing page: https://example.com

Your task: fix the AI SEO audit issues below
with small, careful code/content changes.

Safety rules:
1. Preserve the existing site design, layout,
   routes, forms, analytics, and auth.
2. Make the smallest targeted changes.
3. Do not invent product facts or metrics.

Findings:
1. [HIGH / Human] Hero headline doesn't pass
   the 5-second test.
   Fix: Lead with the core value proposition.

2. [MEDIUM / LLM] No explicit ICP statement.
   Fix: Add one sentence naming the audience.

Questions answered before you paste

What do I get in the audit?

Three scores (human clarity, LLM understanding, AI search readiness), a plain-English summary of what visitors and LLMs likely understand, the messaging gaps that cause confusion, and a ranked list of fixes to apply first.

Do I need to sign up?

No password. Paste a URL and leave an email — we'll send you a login link to your audit.

How is the score calculated?

A mix of UX clarity heuristics, structured landing-page checks, and an LLM interpretation pass. The useful output is the ranked evidence and the fixes, not the number itself.

Will it rewrite my whole landing page?

No. AISeoLand is focused: scores, plain-English findings, suggested hero rewrites, and prioritized fixes. It is meant to be applied in an afternoon, not a quarter.

Is this only for AI search optimization?

No. A page that confuses people usually gives AI agents the wrong signals too. AISeoLand covers both reads in one pass.

What is the difference between the human read and the AI read?

The human read simulates a first-time visitor scanning the page in 5 seconds: does it communicate product, audience, and value fast enough to stay? The AI read simulates how an LLM extracts and classifies the page when answering a user query: does it have enough explicit context — category, ICP, proof, structure — to be cited correctly?