A mid-size machinery exporter (~$20M annual revenue) achieved a supplier recommendation citation rate increase from 3% to 42% in ChatGPT and Perplexity through 6 months of GEO optimization, resulting in 45% inquiry growth.
Background
Company Profile: A mid-size machinery manufacturer in Jiangsu (referred to as 'Company A'), primarily exporting CNC machining equipment. Main markets: Southeast Asia, Middle East, South America. Pre-GEO status: website had basic SEO but was nearly invisible in AI search.
Problem Diagnosis (Weeks 1-2)
- Missing entity: Company A had no entity entries on Wikidata, Crunchbase, or other platforms
- No Schema: Website had no structured data markup whatsoever
- Low product page quality: Missing technical specifications, certification info, MOQ
- Content gap: No educational content
AI citation rate: 3%
Monthly AI-sourced inquiries: 8
Competitor AI citation rate: 28-55%
GEO Execution (Weeks 3-20)
Phase 1: Entity Building (Weeks 3-6)
- Created Wikidata entry (Q-ID), Crunchbase page
- Updated Google Business Profile, added sameAs links
Result: After 4 weeks, ChatGPT started mentioning Company A in 'Chinese CNC equipment companies' queries.
Phase 2: Product Catalog Restructuring (Weeks 7-12)
- Added Product Schema (with HS codes, technical specifications)
- Added FAQ section at the end of each product page
Phase 3: Content Matrix Development (Weeks 13-20)
- Published '2026 Southeast Asia CNC Equipment Procurement Guide'
- Published in-depth technical articles, cited by 3 industry media outlets
- Created supplier verification page showcasing certifications
AI citation rate: 18% (+15pp)
Monthly AI-sourced inquiries: 15 (+87%)
Results (Week 24)
| Metric | Pre-Optimization | Post-Optimization | Change |
|---|---|---|---|
| AI Citation Rate | 3% | 42% | +1300% |
| ChatGPT Citations | 0/month | 18/month | New |
| Perplexity Citations | 1/month | 15/month | +1400% |
| Monthly AI-Sourced Inquiries | 8 | 45 | +462% |
| Citation Share vs Top Competitor | 3% vs 55% | 42% vs 48% | Gap narrowed from 52pp to 6pp |
Key Takeaways
- Entity First: Establishing entity entries on Wikidata is the leverage to unlock AI citations
- B2B product pages need far greater information density than B2C: HS codes, technical specifications, certifications, and capacity are key signals
- Procurement guides are GEO's killer content: A well-written procurement guide can cover multiple query intents simultaneously
- GEO doesn't replace SEO, it extends it: Content development simultaneously strengthens traditional SEO
- Competitor gaps can be quickly narrowed: Competitive barriers in GEO are not as high as in traditional SEO yet
This case proves: Strategic GEO investment can achieve qualitative breakthroughs within 6 months。