On Launch Llama
GEO Workbench
For site owners: GEO Workbench audits your pages for AI search visibility so you improve discoverability and answer rankings without guessing.
Built by pony ma
Visit website → Upvotes · 48
In category: #1357 of 2811 · Artificial Intelligence
GEO Workbench is a Instant Launch listing on Launch Llama with 48 total upvotes across 8 founder supporters, founded by pony ma who joined in Jul 2026, compared against 6 alternatives.
Instant Launch listing
Listing status
48upvotes
Community score
pony ma (Joined Jul 2026)
Founder
Compared against 6 alternatives
Market comparison
Real numbers
90d
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107
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10
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0
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Public Launch Llama traffic for this listing.
Key Features
- Audit pages for AI search visibility and discoverability
- Identify how AI systems understand your page content
- Receive structured recommendations for improvement
- Improve answer rankings in AI search results
- Track citations and their visibility to AI systems
- Follow a focused workflow for GEO optimization
About
GEO Workbench helps site owners audit and improve how their pages are understood by AI search systems. It combines practical GEO checks, structured recommendations, and a focused workflow for improving discoverability, citations, and answer visibility.
Use Cases
- Run an audit on your site pages to identify gaps in how AI search systems understand your content and structured data
- Review GEO Workbench recommendations to prioritize which pages need optimization for better AI search discoverability
- Implement the focused workflow to improve answer visibility by addressing the specific issues flagged in your audit
- Monitor how your pages perform in AI search results after applying GEO Workbench's structured recommendations
- Use the audit results to optimize citations and metadata that AI systems rely on for understanding page relevance
Pricing
GEO Workbench is free to use. See the website for details.
Alternatives
- Ahrefs
For marketing teams: Ahrefs Agent A analyzes 170T+ indexed pages and executes marketing strategies automatically so you focus on high-level decisions.
- AI Visibility Lab
For content creators: AI Visibility Lab audits if ChatGPT, Perplexity, and Claude can cite your website so you optimize for AI search visibility.
- answerFORGE™
For SEO professionals: answerFORGE audits your AI search visibility across ChatGPT, Perplexity, and Claude so you capture citations you're missing.
- AI Visibility Audit
Audit how AI assistants and search engines see your site
- Answer Visibility Lab
For SEO teams: Answer Visibility Lab audits your site across ChatGPT, Perplexity, and Google AI so you optimize for answer engines before competitors do.
- GeoMaps
For business teams: GeoMaps turns CRM and spreadsheet data into interactive maps with AI so you visualize territories, routes, and locations without hiring a GIS expert.
Supporters
8 founders8 founders contributed 48 upvotes to GEO Workbench on Launch Llama.
Ask AI
ChatGPT Claude Perplexity Grok
For agents
llms.txt · llms-full.txt · ai.txt · Live fact sheet · Full catalog (.md) · Endpoint index · API spec · REST access · Agent server · Server manifest · Server discovery