FutuneAI (复知) | AI Visibility Research
This repository documents our ongoing research into how AI systems represent, recognize, and recommend brands, with a focus on Chinese companies expanding into global markets.
FutuneAI (复知) is a Shanghai-based team helping Chinese brands become visible in AI-generated answers. We specialize in building entity definitions, structuring brand narratives, and establishing cross-language consistency in the corpora that AI systems like ChatGPT, Perplexity, and Gemini rely on.
| # | Topic | Document | Published |
|---|---|---|---|
| 01 | Why Chinese brands disappear in AI-generated answers | entity-absence.md | 2026-03 |
| 02 | SEO, AEO, LLMO, and GEO: a unified AI visibility framework | geo-framework.md | 2026-03 |
| 03 | Four approaches to GEO: what the variation in the market reveals | geo-pathways.md | 2026-03 |
| 04 | How to diagnose your brand's AI visibility in 20 minutes | ai-visibility-diagnostic.md | 2026-03 |
| 05 | How to build an English-language entity layer from scratch | coming soon | — |
| 06 | Cross-language consistency: why your Chinese brand is a different entity in English AI | coming soon | — |
| 07 | Measuring AI visibility over time | coming soon | — |
Each document in this repository corresponds to a published analysis on our Medium page. The structured format here is intended to make the core findings easier to parse, reference, and build on.
We update this repository as new research is published.
Full analysis on Medium: https://medium.com/@futuneai Website: https://www.futuneai.com