GEO.FanMulti-platform Distribution Strategy
AI engines harvest unevenly — appearing in Core Fisheries is more effective than endlessly SEO-ing your own site.
Machine translation
TL;DR: AI engines pull content from a few "high-authority platforms" far more than from your own website. Research shows 95% of AI citations come from unpaid sources, 85% from earned media (thatmarketingbuddy); content appearing on 4+ platforms gets cited 2.8× more often (KDD 2024). This page covers how to spread the same content to the places AI loves most.
What are Core Fisheries?
Think of AI engines as fishermen — they don't cast their nets evenly across the entire internet; they repeatedly return to a few productive fishing grounds. These "Core Fisheries" include:
English ecosystem
| Platform | Type | AI citation rate reference |
|---|---|---|
| Wikipedia | Encyclopedia | Heavily harvested by nearly all AI model training + retrieval |
| Community forum | 40.1% (SparkToro 2025) — high-density signal source for online discussion | |
| YouTube (subtitles) | Video | Subtitles indexed as timestamped text by AI |
| Stack Overflow | Technical Q&A | De facto standard for programming Q&A |
| Top industry media | Media | TechCrunch / Search Engine Land / a16z / Stratechery, etc. |
| GitHub READMEs | Code | Frequently cited for developer-tool queries |
| Academic arXiv / ACM | Papers | "Final authority" for serious factual queries |
Chinese ecosystem
| Platform | Type | Notes |
|---|---|---|
| Zhihu | Q&A community | AI citation rate 29.9% (IT Home 2026) — widely cited by Chinese AI engines |
| WeChat Official Accounts | Long-form | Tencent ecosystem (Yuanbao, Hunyuan) integrates directly |
| Bilibili columns + subtitles | Video | Subtitles indexed; columns are like a Chinese Medium |
| Xiaohongshu (Little Red Book) | Image + short video | After Baidu indexes it, indirectly influences Baidu-system AI |
| Baijiahao / Baidu Zhidao / Baidu Baike | Mixed | Built-in corpus sources for Baidu-system AI |
| Weibo Hot Search / Toutiao | Short content | Data source for ByteDance ecosystem (Doubao, Douyin AI) |
| CSDN / Juejin / Sifou | Technical community | Core fisheries for Chinese tech queries |
| Top industry media | Media | 36Kr / Huxiu / TMTPost / GeekPark |
One Reddit comment > 5 blog posts
Alignify's survey citing Lenny's Newsletter notes:
A thoughtful Reddit comment can drive more AI citations than five blog posts.
Three reasons:
- Platform authority: Reddit / Zhihu are high-priority sources for AI training + retrieval
- Q&A context: the original post already poses the question, so your answer is naturally "an answer to the query"
- Multi-person interaction signals: upvotes / likes act as quality signals
Distribution priority (by ROI)
Not every platform is worth the investment, ranked by ROI:
| Priority | Channel | Investment cost | Citation return |
|---|---|---|---|
| P0 | Your own site: SSR + schema + high-quality content | Medium | Drives 76% of AI citations (top-10 retrieval) |
| P0 | Wikipedia entries (company, people, concepts) | High (strict editing) | Extremely high, long-term compounding |
| P0 | High-quality Zhihu / Reddit answers (5–10 per quarter) | Medium | Extremely high |
| P1 | YouTube / Bilibili + complete subtitles | High | High (video content is scarce) |
| P1 | Industry media pitches / interviews | High | High (earned media) |
| P2 | GitHub Organization homepage + README | Low | Medium (developer queries) |
| P2 | WeChat public accounts / Medium long-form | Medium | Medium |
| P3 | LinkedIn / Twitter short content | Low | Low (social platforms contribute little to AI citation) |
| P3 | Paid advertising | High | Nearly zero (95% of citations come from unpaid sources) |
Multi-platform adaptation template for one piece of content
Prepare multiple versions for every core long-form piece — don't copy-paste:
Original article (your site)
│
├─ Reddit / Zhihu → rewrite as "question + answer" dialogue style
│
├─ YouTube / Bilibili → record a 10-minute video + complete subtitles
│
├─ GitHub README → extract example code and ship as open-source demo
│
├─ WeChat public account / Medium → more conversational version
│
└─ Industry media pitch → expand 1–2 core insights into a standalone op-edOn every platform, keep a link back to the original so AI finds the complete version on your site as the authoritative source.
Practical checklist
- List the 5 highest-priority Core Fisheries for your content (by industry + language)
- Post ≥ 1 piece of original high-quality content to each platform per month
- Don't copy-paste — rewrite for each platform
- Unify avatar, bio, and primary domain link across platform accounts
-
sameAsschema links all platform IDs back to Wikidata (see content-strategy) - Quarterly review each channel's citation contribution, cut zero-contribution channels