Why doesn't my site have any opening content for AI systems?

Your site lacks structured opening content that AI systems can easily identify and use for direct answers. This makes it harder for search engines to feature your content in AI-generated responses. You need clear, well-formatted introductory content that directly answers user queries.

What happens when my robots.txt file returns a 404 error?

Your robots.txt file is completely inaccessible, returning a 404 error. This prevents search engines and AI crawlers from understanding your crawling preferences. Without proper robots.txt guidance, crawlers may access pages you don't want indexed or miss important content.

Should I be concerned that my llms.txt file is missing?

Your site doesn't have an llms.txt file, which means AI training systems can't understand your content usage preferences. This file helps communicate how you want AI models to interact with your content. Missing it means no clear guidance for AI crawlers.

How do missing date signals affect my site's search performance?

Your content lacks any date signals, making it impossible for search engines to determine freshness. This hurts your rankings since search engines favor recent, updated content. You need visible publication dates, last modified dates, or structured data timestamps.

Why is content freshness important for my site's credibility?

Your site shows no freshness signals, which damages your expertise and trustworthiness ratings. Search engines and users prefer current, updated information. Without clear dates or regular updates, your content appears stale and potentially outdated, reducing user confidence.

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The Llm Data Company SEO & AI Visibility Audit

The LLM Data Company is a machine learning infrastructure provider that trains models to solve problems at the edges of current AI capabilities. It specializes in developing models that address the shortest ends of the jagged frontier, enabling practical progress on difficult tasks that existing models struggle with.

llmdata.com

SEO + AEO + E-E-A-T combined

36%

Audited March 04, 2026 · 3 pages analyzed

Overall Scores

Area	Score	Grade
SEO	71%	C
AEO (AI Visibility)	2%	F
E-E-A-T	48%	F
Combined	36%	—

Fastest way to fix your site is to use our Custom Connector for Claude Desktop, or other IDEs.

E-E-A-T Breakdown

Signal	Score	Issue
Trustworthiness	66%	No about/team page links detected, 6 security headers missing
Expertise	73%	All checks passing
Authoritativeness	20%	No Organization JSON-LD schema found, No JSON-LD schema types detected, No third-party review signals detected
Experience	6%	No social proof signals detected, Freshness issues, Found 3 headings, No first-hand experience signals detected

Stobo finds what's broken and generates the fixes

Claude Desktop MCP integration settings showing how to add a custom MCP server

Try these in Claude Desktop

stobo my site: llmdata.com

stobo this article: llmdata.com/blog/my-article

Generate a robots.txt for llmdata.com

stobo my blog: llmdata.com/blog

Recommendations

robots.txt not accessible (HTTP 404) AEO
Update robots.txt to allow AI crawlers like GPTBot and ClaudeBot. Stobo generates an AI-friendly version.
```
Generate a robots.txt for llmdata.com
```
No opening content found AEO
Add a direct answer in the first 40-60 words of the page. AI engines pull from the opening paragraph.
```
stobo this site: llmdata.com
```
llms.txt not found (HTTP 404) AEO
Create an llms.txt file so AI models can understand what llmdata.com does. Stobo generates one automatically.
```
Generate an llms.txt for llmdata.com
```

Track your score over time

We'll re-audit your site in 7 days and email you what changed. Free, automatic.

Embed your audit badge

Show your score on your README or website.

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Frequently asked questions

Why doesn't my site have any opening content for AI systems?: Your site lacks structured opening content that AI systems can easily identify and use for direct answers. This makes it harder for search engines to feature your content in AI-generated responses. You need clear, well-formatted introductory content that directly answers user queries.
What happens when my robots.txt file returns a 404 error?: Your robots.txt file is completely inaccessible, returning a 404 error. This prevents search engines and AI crawlers from understanding your crawling preferences. Without proper robots.txt guidance, crawlers may access pages you don't want indexed or miss important content.
Should I be concerned that my llms.txt file is missing?: Your site doesn't have an llms.txt file, which means AI training systems can't understand your content usage preferences. This file helps communicate how you want AI models to interact with your content. Missing it means no clear guidance for AI crawlers.
How do missing date signals affect my site's search performance?: Your content lacks any date signals, making it impossible for search engines to determine freshness. This hurts your rankings since search engines favor recent, updated content. You need visible publication dates, last modified dates, or structured data timestamps.
Why is content freshness important for my site's credibility?: Your site shows no freshness signals, which damages your expertise and trustworthiness ratings. Search engines and users prefer current, updated information. Without clear dates or regular updates, your content appears stale and potentially outdated, reducing user confidence.

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