What is llms.txt and why does your site need one?

Your site is missing an llms.txt file, which helps AI systems understand your content better. This file tells language models what content to prioritize when crawling your site. Without it, you're missing opportunities for AI-powered search visibility and content discovery.

Why can't search engines find publication dates on your pages?

Your pages lack date signals that search engines rely on to determine content freshness. Search engines can't tell when your content was published or updated. This hurts your rankings since fresh, timely content gets priority in search results.

How do brief page openings hurt your search performance?

Your page openings are too short at just 5 words, making it hard for search engines to understand your content quickly. Search engines need substantial opening text to determine relevance and context. Brief openings reduce your chances of ranking well.

What is FAQ Schema and how does it help SEO?

Your site lacks FAQ Schema markup, which helps search engines display your questions and answers directly in search results. This structured data creates rich snippets that take up more space and attract more clicks. You're missing valuable search real estate.

How do missing date signals affect your content's search visibility?

Without visible publication or update dates, search engines assume your content might be outdated. Fresh content gets ranking boosts, especially for trending topics. Your pages appear less trustworthy and relevant without clear timestamp indicators that users and search engines expect.

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Mosaic SEO & AI Visibility Audit

Mosaic is an agentic AI video editing platform that automates video production tasks. It enables creators and teams to generate, edit, and refine video content with AI agents that handle cutting, effects, and formatting, reducing production time from hours to minutes.

mosaic.so

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

54%

Audited March 03, 2026 · 25 pages analyzed

Overall Scores

Area	Score	Grade
SEO	77%	B
AEO (AI Visibility)	31%	D
E-E-A-T	50%	F
Combined	54%	—

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	33%	No about/team page links detected, No privacy policy link detected, 7 security headers missing, No terms of service link detected, No contact transparency signals detected
Expertise	67%	74 words, 1 headings, 8 outbound links
Authoritativeness	71%	No third-party review signals detected
Experience	21%	No social proof signals detected, Freshness issues, 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: mosaic.so

stobo this article: mosaic.so/blog/my-article

Generate a robots.txt for mosaic.so

stobo my blog: mosaic.so/blog

Recommendations

llms.txt not found (HTTP 404) AEO
Create an llms.txt file so AI models can understand what mosaic.so does. Stobo generates one automatically.
```
Generate an llms.txt for mosaic.so
```
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 mosaic.so
```
Freshness issues: no date signals found E-E-A-T

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Frequently asked questions

What is llms.txt and why does your site need one?: Your site is missing an llms.txt file, which helps AI systems understand your content better. This file tells language models what content to prioritize when crawling your site. Without it, you're missing opportunities for AI-powered search visibility and content discovery.
Why can't search engines find publication dates on your pages?: Your pages lack date signals that search engines rely on to determine content freshness. Search engines can't tell when your content was published or updated. This hurts your rankings since fresh, timely content gets priority in search results.
How do brief page openings hurt your search performance?: Your page openings are too short at just 5 words, making it hard for search engines to understand your content quickly. Search engines need substantial opening text to determine relevance and context. Brief openings reduce your chances of ranking well.
What is FAQ Schema and how does it help SEO?: Your site lacks FAQ Schema markup, which helps search engines display your questions and answers directly in search results. This structured data creates rich snippets that take up more space and attract more clicks. You're missing valuable search real estate.
How do missing date signals affect your content's search visibility?: Without visible publication or update dates, search engines assume your content might be outdated. Fresh content gets ranking boosts, especially for trending topics. Your pages appear less trustworthy and relevant without clear timestamp indicators that users and search engines expect.

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