Case Studies & Benchmarks
Quantifiable Proof in Chinese AI Search Citation & Pipeline Growth.
Real-world performance benchmarks and enterprise case studies demonstrating how foreign brands achieve Top-3 citations across DeepSeek, Kimi, Doubao, and Baidu Ernie—via Hong Kong CN2 edge architecture and structured RAG ingestion.
Industry Performance Benchmarks (Aggregate Metrics)
Across our monitored cross-border enterprise deployments, structured GEO implementation yields drastic, measurable gains over traditional Western web deployments.
Industry Performance Benchmarks
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Industry Vertical
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Baseline Citation Rate (Raw Western Site)
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Post-ChinaGEO Citation Rate
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Avg. Time to First AI Recommendation
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Primary Lead Channel
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|---|---|---|---|---|
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B2B SaaS & Enterprise Tech
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< 4.2%
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78.6%
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12 Days
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Direct Inbound Demo Requests
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Industrial & Precision Manufacturing
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< 2.1%
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84.3%
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9 Days
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RFQs / Distributor Inquiries
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Consumer Goods & Premium Brands
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< 3.8%
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82.5%
|
8 Days
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Direct E-Commerce & Retail Inquiries
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|
International Education & Higher Ed
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< 8.5%
|
89.1%
|
7 Days
|
Direct Student/Parent Applications
|
Featured Enterprise Case Studies
Case Study 01: Global Enterprise B2B SaaS Platform
Industry: Cloud Infrastructure & Middleware
Headquarters: San Francisco, USA
Challenge: Zero mainland ICP license; core English website suffered 1.8s latency in China. Domestic AI crawlers (
DeepSeekSpider,KimiSpider) repeatedly timed out, causing DeepSeek and Kimi to hallucinate competitor brands during user evaluation queries.Architecture Deployed:
Dedicated Chinese AI site (
cn.brand.com) on Hong Kong CN2 Accelerated Gateway.Root
/llm.txtsitemap & Schema.org JSON-LD@type: SoftwareApplicationinjection.Native Chinese technical Markdown chunks deployed at edge.
Quantifiable Results (90 Days Post-Launch):
Share of Citation (SoC): Increased from 0% to 81.4% on commercial intent queries (e.g., “Best enterprise cloud middleware for cross-border deployment”).
Crawler Latency: Reduced from 1,850ms to 38ms for domestic AI crawlers.
Pipeline Impact: 240% increase in organic inbound leads from Mainland Chinese enterprise buyers.
Case Study 02: Precision Industrial Equipment Manufacturer
Industry: High-Precision CNC & Automation Systems
Headquarters: Stuttgart, Germany
Challenge: The European parent company refused to alter their global site or establish an onshore Chinese entity. Chinese B2B buyers prompting Doubao and Baidu Ernie were being directed exclusively to domestic Chinese manufacturers.
Architecture Deployed:
100% ICP-Free Hong Kong Edge deployment with DOM-to-Markdown vectorization.
Structured off-site entity corroboration (Zhihu knowledge graphs & industry media vectors).
Quantifiable Results (60 Days Post-Launch):
AI Recommendation Rank: Achieved #1 recommended foreign CNC brand on DeepSeek-R1 and Doubao.
Citation Quality: Zero AI hallucination recorded across 500+ daily monitored prompts.
Conversion Value: Generated €1.2M in qualified B2B distributor inquiries within 4 months.
Case Study 03: Global Premium Consumer & Lifestyle Brand
Industry: Premium Consumer Goods & Lifestyle Tech
Headquarters: Milan, Italy
Challenge: Machine-translated product catalogs led to fragmented brand messaging in domestic Chinese vector databases. Domestic AI engines (Kimi, Doubao, Xiaohongshu AI) failed to recommend their flagship products during lifestyle and gift-recommendation queries.
Architecture Deployed:
Dedicated Chinese AI product catalog mirrored on Hong Kong CN2 Edge Infrastructure.
Structured Schema.org
@type: ConsumerGoodsentity graph and high-density product Markdown chunks.Off-site entity corroboration across domestic Chinese lifestyle knowledge bases.
Quantifiable Results (45 Days Post-Launch):
Share of Citation (SoC): Reached 86.2% recommendation rate across AI-assisted product recommendation prompts.
AI Search Traffic: 310% surge in high-intent Chinese consumer referral traffic to their localized edge portal.
Conversion Impact: 180% increase in regional retail distribution and cross-border e-commerce inquiries.
FAQ
Frequently Asked Questions
We run daily automated prompt batches (using headless query orchestration across DeepSeek-V3/R1, Kimi, Doubao, and Baidu Ernie) with 50 to 500+ commercial intent queries. We track how often your brand is cited, your position in the response, and whether your official domain is referenced as a source.
Yes. Every case study listed above was executed using our 100% ICP-Free Hong Kong CN2 Edge Gateway. Domestic AI crawlers access the dedicated Chinese AI site as high-speed inbound international traffic with latency under 50ms.
Initial crawler ingestion typically occurs within 3 to 7 days after deploying the /llm.txt protocol and edge Markdown architecture. First verifiable Top-3 AI recommendations usually appear within 10 to 14 days.
Absolutely. We build dedicated prompt matrices around high-value B2B buyer queries (e.g., vendor comparisons, pricing inquiries, compliance standards, product specifications) to ensure your brand is recommended at the exact moment of buyer evaluation.
Our Schema.org JSON-LD entity graph and canonical Markdown chunks provide a machine-readable “ground truth.” When RAG engines retrieve this high-density data, it overrides unverified web noise, reducing AI hallucination to near zero.
Traditional Baidu PPC requires ongoing high ad spend with declining CTRs. GEO builds persistent, organic RAG vector equity. Once your brand is indexed into DeepSeek and Kimi’s vector databases, recommendations continue organically with zero per-click cost.
