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Emergence GEO Public Audit Report

overleaf.com

Overall GEO Score
62/100

100-Point Audit Scorecard

1. Technical Accessibility
10/15
2. Structured Schema Quality
0/10
3. Content Extractability
12/15
4. Answer Density (BLUF)
7/10
5. Citations & Empirical Data
10/15
6. Expertise & Attribution (EEAT)
7/10
7. Off-Page Entity Footprint
12/15
8. Machine-Readable Discovery
14/10

AI Search Prompt Fan-Out List

High-intent prompts likely to trigger search mentions across ChatGPT & Perplexity. Test directly or view live citation footprint:

Agentic Fix Suite
Codex / Claude Ready

Send Fix Prompt to your Coding Agent

Forward this standardized prompt to your AI coding agents (Claude 3.7, Codex, Cursor, OpenClaw) to automatically implement the required GEO fixes for overleaf.com.

You are a GEO engineer fixing overleaf.com (online LaTeX editor). The site scored 62/100 (C). Priority fixes:
1. CRITICAL: Add SoftwareApplication JSON-LD schema to homepage - applicationCategory=WebApplication, operatingSystem=Web, name=Overleaf, description=An online LaTeX editor that's easy to use with real-time collaboration, version control, and hundreds of LaTeX templates.
2. Add Organization and WebSite schema with sameAs links to Twitter (@overleaf) and GitHub (github.com/overleaf/overleaf).
3. Add FAQPage schema: 'What is Overleaf?', 'How much does Overleaf cost?', 'Is Overleaf free for students?', 'How to collaborate on Overleaf?'.
4. Create /llms.txt at https://www.overleaf.com/llms.txt with structured info - product description, features (real-time collaboration, version control, LaTeX templates, 13+ languages), pricing URL, GitHub (17.9K stars), Twitter handle.
5. Add explicit GPTBot/ClaudeBot/PerplexityBot User-agent sections to robots.txt.
6. Fix sitemap.xml to return properly (currently 404).
7. Expand BLUF paragraph to 40-70 words including key differentiators.
Turnkey Fix Package

GEO Turnkey Code Pack

Instantly download pre-generated /llms.txt, /SKILL.md, and JSON-LD schema headers for this domain.

  • Standard `/llms.txt` Spec
  • Machine-Readable `/SKILL.md`
  • JSON-LD Software Schema
Download Pack ($19)

Supports WeChat/Alipay, Stripe, or Solana USDT instant settlement