China AI Search Citation Index (SoC Report)

Real-time empirical benchmarks tracking brand citation frequency, retrieval algorithm weights, and Share of Citation (SoC) volatility across DeepSeek-V3/R1, Kimi, Doubao, and Baidu Ernie.

What We Offer

Industry Share of Citation (SoC) Baselines

Baseline citation density metrics required to secure Top-3 AI agent recommendations in China.

Enterprise B2B SaaS

Average Unoptimized SoC: 4.2% GEO-Optimized Target SoC: 48.6% Primary Citation Driver: Structured API Documentation & Technical Case Studies

Industrial Equipment & B2B Exporters

Average Unoptimized SoC: 2.5% GEO-Optimized Target SoC: 54.3% Primary Citation Driver: Sub-50ms Edge Routing for Scrapers & Spec Sheets

Legal & Immigration Advisory

Average Unoptimized SoC: 8.1% GEO-Optimized Target SoC: 62.0% Primary Citation Driver: Zero-Hallucination Entity Graph & Off-site News Corroboration

Higher Education & Study Abroad Agencies

Average Unoptimized SoC: 11.0% GEO-Optimized Target SoC: 67.5% Primary Citation Driver: High-Density Q&A Structures & Zhihu Citation Mesh

Where Does Your Brand Stand in the China AI Index?

Stop guessing how DeepSeek and Kimi perceive your company. Submit your domain to receive a customized 1-page Share of Citation (SoC) Diagnostic Report compiled by our engineering team

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How We Measure Share of Citation (SoC)

Step 01: Multi-Agent Prompt Matrix

We execute 50+ to 500+ commercial intent queries matching buyer personas through headless environments across target LLMs.

Step 02: Entity Parsing & Sentiment Scoring

Natural Language Processing (NLP) models extract brand entity mentions, recommendation rank, and sentiment context.

Step 03: Retrieval Source Mapping

We track the exact backlink URLs and knowledge bases referenced in the model's Chain-of-Thought (CoT) outputs.