Princeton GEO Framework v2.6

Generative Engine
Optimization Research

The first Chinese-language GEO research lab grounded in the Princeton GEO academic framework. Our open-source monitoring system tracks brand visibility across ChatGPT, Claude, Gemini, Perplexity, DeepSeek, Doubao, and Qianwen.

12,847+
Citations Tracked
100+
AB Test Groups
7
AI Engines
12
Industries
Academic Foundation

Built on Princeton GEO Research

Our methodology originates from the Princeton GEO paper (arXiv:2311.09735).

Cited Paper
GEO: Generative Engine Optimization
Princeton NLP Group — arXiv:2311.09735
Key finding: lower-ranked websites benefit 115% more from GEO than top-ranked sites, democratizing visibility for specialized content creators.
CiteRank Framework 9 Optimization Methods Open Source
Core Capabilities

What We Deliver

Full-stack GEO service for brands entering the AI search era.

🔍
Citation Radar
Real-time brand mention tracking across 7 major AI engines. Daily automated monitoring.
12K+
Daily Calls
7
Engines
⚒️
Content Gene Lab
AI-powered content optimization for maximum citation probability.
3.2x
Cite Boost
89
Avg Score
📈
AB Test Matrix
Systematic A/B testing against live AI engines.
100+
Test Groups
91%
Win Rate
🌐
Website GEO Audit
Technical audit: Schema, indexability, AI crawler accessibility.
5
Dimensions
68%
Avg Score
📊
Source Landscape
Analyze which sources AI engines prefer for your industry.
200+
Sources
12
Industries
📦
Open Source Tools
geo-monitor.py — free Python toolkit for automated GEO monitoring.
★ 240
GitHub Stars
MIT
License
Methodology

How GEO Works

GEO is not SEO 2.0. It targets AI-generated answers, not blue-link rankings.

GEO vs SEO vs AEO
The Three-Layer Visibility Model
SEO optimizes for ranked search results.
AEO targets featured snippets and direct answers.
GEO optimizes for inclusion inside AI-generated responses.

In 2026, Google reports 60% of mobile searches result in zero clicks — GEO is the only strategy addressing this reality.
60% Zero-Click Rate 63.5% AI Search Penetration 2026 Data

Ready for the AI Search Era?

Explore research, download tools, or read our latest insights.

📚 Knowledge Base 📝 Blog

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