Why is my site missing the llms.txt file that AI systems need?

Your site returns a 404 error when AI systems look for the llms.txt file. This file helps AI understand how to interact with your content. You should create this file and place it in your site's root directory to improve AI visibility.

How do search engines know when my content was last updated?

Your site lacks date signals that tell search engines when content was published or updated. Search engines use these timestamps to determine content freshness. Add publication dates, last modified dates, or structured data to help search engines understand your content timeline.

What should appear at the beginning of my pages for better search results?

Your pages are missing opening content that directly answers user queries. Search engines look for clear, immediate answers at the start of pages. Add concise introductory paragraphs that directly address what users are searching for.

Why do my pages need proper H1 headings for SEO?

Your pages are missing H1 tags, which are essential for SEO structure. H1 headings tell search engines what your page is about and help users quickly understand your content. Every page should have exactly one descriptive H1 tag.

How does missing date information hurt my search engine rankings?

Search engines can't determine if your content is current without date signals. This hurts rankings for topics where freshness matters. Fresh content often ranks higher, so adding clear publication and update dates helps search engines evaluate your content's relevance.

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Trainloop SEO & AI Visibility Audit

TrainLoop is a machine learning platform that automates model training and deployment for developers. It provides experiment tracking, hyperparameter optimization, and continuous training pipelines that help teams build and iterate on ML models faster with less manual infrastructure work.

trainloop.ai

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

46%

Audited March 04, 2026 · 17 pages analyzed

Overall Scores

Area	Score	Grade
SEO	64%	C
AEO (AI Visibility)	27%	F
E-E-A-T	52%	F
Combined	46%	—

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	60%	No about/team page links detected, 5 security headers missing, 1/4 contact signals found
Expertise	100%	All checks passing
Authoritativeness	20%	No Organization JSON-LD schema found, No JSON-LD schema types detected, No third-party review signals detected
Experience	20%	No social proof signals detected, Freshness issues, Found 13 headings

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: trainloop.ai

stobo this article: trainloop.ai/blog/my-article

Generate a robots.txt for trainloop.ai

stobo my blog: trainloop.ai/blog

Recommendations

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: trainloop.ai
```
llms.txt not found (HTTP 404) AEO
Create an llms.txt file so AI models can understand what trainloop.ai does. Stobo generates one automatically.
```
Generate an llms.txt for trainloop.ai
```
Freshness issues: no date signals found AEO
Add date markup (datePublished, dateModified) so AI engines know content is current. Stobo generates the JSON-LD.
```
Generate freshness code for trainloop.ai
```

Track your score over time

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

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Show your score on your README or website.

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Frequently asked questions

Why is my site missing the llms.txt file that AI systems need?: Your site returns a 404 error when AI systems look for the llms.txt file. This file helps AI understand how to interact with your content. You should create this file and place it in your site's root directory to improve AI visibility.
How do search engines know when my content was last updated?: Your site lacks date signals that tell search engines when content was published or updated. Search engines use these timestamps to determine content freshness. Add publication dates, last modified dates, or structured data to help search engines understand your content timeline.
What should appear at the beginning of my pages for better search results?: Your pages are missing opening content that directly answers user queries. Search engines look for clear, immediate answers at the start of pages. Add concise introductory paragraphs that directly address what users are searching for.
Why do my pages need proper H1 headings for SEO?: Your pages are missing H1 tags, which are essential for SEO structure. H1 headings tell search engines what your page is about and help users quickly understand your content. Every page should have exactly one descriptive H1 tag.
How does missing date information hurt my search engine rankings?: Search engines can't determine if your content is current without date signals. This hurts rankings for topics where freshness matters. Fresh content often ranks higher, so adding clear publication and update dates helps search engines evaluate your content's relevance.

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