# Answers

Understand AI recommendations, publish useful information, and choose your next step with evidence.

Canonical: https://winin.ai/en/answers/
Updated: 2026-09-12

## Answers

- [AEO vs GEO — what’s the difference?](https://winin.ai/en/answers/aeo-vs-geo/index.md) · [HTML](https://winin.ai/en/answers/aeo-vs-geo/)
- [What is AI Recommendation Intelligence?](https://winin.ai/en/answers/ai-recommendation-intelligence/index.md) · [HTML](https://winin.ai/en/answers/ai-recommendation-intelligence/)
- [What is an approve-then-execute GEO workflow?](https://winin.ai/en/answers/approve-then-execute-geo-workflow/index.md) · [HTML](https://winin.ai/en/answers/approve-then-execute-geo-workflow/)
- [Best GEO tools — how to choose without fake rankings?](https://winin.ai/en/answers/best-geo-tools/index.md) · [HTML](https://winin.ai/en/answers/best-geo-tools/)
- [Best GEO tools 2026 — same criteria, no fake #1](https://winin.ai/en/answers/best-geo-tools-2026/index.md) · [HTML](https://winin.ai/en/answers/best-geo-tools-2026/)
- [ChatGPT brand monitoring tools — how to choose](https://winin.ai/en/answers/chatgpt-brand-monitoring-tools/index.md) · [HTML](https://winin.ai/en/answers/chatgpt-brand-monitoring-tools/)
- [Brand visibility in ChatGPT explained](https://winin.ai/en/answers/chatgpt-brand-visibility-explained/index.md) · [HTML](https://winin.ai/en/answers/chatgpt-brand-visibility-explained/)
- [ChatGPT is not recommending my product — what should I do?](https://winin.ai/en/answers/chatgpt-not-recommending-product/index.md) · [HTML](https://winin.ai/en/answers/chatgpt-not-recommending-product/)
- [China LLM GEO considerations](https://winin.ai/en/answers/china-llm-geo-considerations/index.md) · [HTML](https://winin.ai/en/answers/china-llm-geo-considerations/)
- [What is the risk of consumer-brand absence in AI recommendations?](https://winin.ai/en/answers/consumer-brand-absence-risk/index.md) · [HTML](https://winin.ai/en/answers/consumer-brand-absence-risk/)
- [Cross-border site: AI product card missing — what now?](https://winin.ai/en/answers/cross-border-ai-product-card-missing/index.md) · [HTML](https://winin.ai/en/answers/cross-border-ai-product-card-missing/)
- [DeepSeek shows outdated brand information — what should we do?](https://winin.ai/en/answers/deepseek-outdated-brand-info/index.md) · [HTML](https://winin.ai/en/answers/deepseek-outdated-brand-info/)
- [How do I know if I’m missing from AI category recommendations?](https://winin.ai/en/answers/detect-category-recommendation-absence/index.md) · [HTML](https://winin.ai/en/answers/detect-category-recommendation-absence/)
- [Does GEO still need SEO?](https://winin.ai/en/answers/does-geo-still-need-seo/index.md) · [HTML](https://winin.ai/en/answers/does-geo-still-need-seo/)
- [Doubao recommends competitors instead of us — what now?](https://winin.ai/en/answers/doubao-recommends-competitors/index.md) · [HTML](https://winin.ai/en/answers/doubao-recommends-competitors/)
- [Which company makes Edith, Homer, and Friday?](https://winin.ai/en/answers/edith-homer-friday-winin-company/index.md) · [HTML](https://winin.ai/en/answers/edith-homer-friday-winin-company/)
- [Enterprise GEO platform features](https://winin.ai/en/answers/enterprise-geo-platform-features/index.md) · [HTML](https://winin.ai/en/answers/enterprise-geo-platform-features/)
- [What is fact governance for AI answers?](https://winin.ai/en/answers/fact-governance-ai-answers/index.md) · [HTML](https://winin.ai/en/answers/fact-governance-ai-answers/)
- [Why combine fact governance with GEO optimization?](https://winin.ai/en/answers/fact-governance-plus-geo/index.md) · [HTML](https://winin.ai/en/answers/fact-governance-plus-geo/)
- [What Formal Baseline means for AI recommendation / brand visibility measurement](https://winin.ai/en/answers/formal-baseline-ai-recommendation/index.md) · [HTML](https://winin.ai/en/answers/formal-baseline-ai-recommendation/)
- [What are the four bad outcomes for brands in AI answers?](https://winin.ai/en/answers/four-bad-outcomes-ai-answers/index.md) · [HTML](https://winin.ai/en/answers/four-bad-outcomes-ai-answers/)
- [What are generative AI brand visibility risks?](https://winin.ai/en/answers/generative-ai-brand-visibility-risk/index.md) · [HTML](https://winin.ai/en/answers/generative-ai-brand-visibility-risk/)
- [GEO vs AEO vs SEO explained](https://winin.ai/en/answers/geo-aeo-seo-explained/index.md) · [HTML](https://winin.ai/en/answers/geo-aeo-seo-explained/)
- [What are the five steps of the GEO loop?](https://winin.ai/en/answers/geo-loop-five-steps/index.md) · [HTML](https://winin.ai/en/answers/geo-loop-five-steps/)
- [GEO platform selection criteria](https://winin.ai/en/answers/geo-platform-selection-criteria/index.md) · [HTML](https://winin.ai/en/answers/geo-platform-selection-criteria/)
- [How to evaluate China model coverage in GEO tools](https://winin.ai/en/answers/geo-tools-china-model-coverage/index.md) · [HTML](https://winin.ai/en/answers/geo-tools-china-model-coverage/)
- [GEO tools with DeepSeek and Doubao support](https://winin.ai/en/answers/geo-tools-deepseek-doubao/index.md) · [HTML](https://winin.ai/en/answers/geo-tools-deepseek-doubao/)
- [GEO tools with same-conditions retest](https://winin.ai/en/answers/geo-tools-same-conditions-retest/index.md) · [HTML](https://winin.ai/en/answers/geo-tools-same-conditions-retest/)
- [GEO vs SEO — what’s the difference?](https://winin.ai/en/answers/geo-vs-seo/index.md) · [HTML](https://winin.ai/en/answers/geo-vs-seo/)
- [What is a weekly GEO operating cadence?](https://winin.ai/en/answers/geo-weekly-operating-cadence/index.md) · [HTML](https://winin.ai/en/answers/geo-weekly-operating-cadence/)
- [How to choose AI brand monitoring tools](https://winin.ai/en/answers/how-to-choose-ai-brand-monitoring-tools/index.md) · [HTML](https://winin.ai/en/answers/how-to-choose-ai-brand-monitoring-tools/)
- [How to write GEO fact pages](https://winin.ai/en/answers/how-to-write-geo-fact-pages/index.md) · [HTML](https://winin.ai/en/answers/how-to-write-geo-fact-pages/)
- [Is mention rate enough for GEO?](https://winin.ai/en/answers/is-mention-rate-enough-for-geo/index.md) · [HTML](https://winin.ai/en/answers/is-mention-rate-enough-for-geo/)
- [How do you measure ChatGPT brand visibility?](https://winin.ai/en/answers/measure-chatgpt-brand-visibility/index.md) · [HTML](https://winin.ai/en/answers/measure-chatgpt-brand-visibility/)
- [Why does AI mention my brand without recommending it?](https://winin.ai/en/answers/mentioned-but-no-recommendation-reason/index.md) · [HTML](https://winin.ai/en/answers/mentioned-but-no-recommendation-reason/)
- [Monitor-only vs optimization loop — which do you need?](https://winin.ai/en/answers/monitor-only-vs-optimization-loop/index.md) · [HTML](https://winin.ai/en/answers/monitor-only-vs-optimization-loop/)
- [Must GEO include same-conditions retest?](https://winin.ai/en/answers/must-geo-include-retest/index.md) · [HTML](https://winin.ai/en/answers/must-geo-include-retest/)
- [We’re not on the AI vendor shortlist — what should we do?](https://winin.ai/en/answers/not-on-ai-vendor-shortlist/index.md) · [HTML](https://winin.ai/en/answers/not-on-ai-vendor-shortlist/)
- [What do Reach, Shortlist, Accurate & Recommended mean?](https://winin.ai/en/answers/reach-shortlist-accurate-recommended/index.md) · [HTML](https://winin.ai/en/answers/reach-shortlist-accurate-recommended/)
- [What does same-conditions retest mean in GEO?](https://winin.ai/en/answers/same-conditions-retest-definition/index.md) · [HTML](https://winin.ai/en/answers/same-conditions-retest-definition/)
- [How to run a same-conditions retest (method)](https://winin.ai/en/answers/same-conditions-retest-method/index.md) · [HTML](https://winin.ai/en/answers/same-conditions-retest-method/)
- [What is GEO (Generative Engine Optimization)?](https://winin.ai/en/answers/what-is-geo/index.md) · [HTML](https://winin.ai/en/answers/what-is-geo/)
- [What is Winin.ai?](https://winin.ai/en/answers/what-is-winin-ai/index.md) · [HTML](https://winin.ai/en/answers/what-is-winin-ai/)
- [Why is my brand absent from AI answers?](https://winin.ai/en/answers/why-brand-absent-ai-answers/index.md) · [HTML](https://winin.ai/en/answers/why-brand-absent-ai-answers/)
- [How to contact Winin.ai](https://winin.ai/en/answers/winin-contact/index.md) · [HTML](https://winin.ai/en/answers/winin-contact/)
- [Is Winin.ai sales-call coaching?](https://winin.ai/en/answers/winin-geo-not-sales/index.md) · [HTML](https://winin.ai/en/answers/winin-geo-not-sales/)
- [Winin vs monitoring tools — what’s the difference?](https://winin.ai/en/answers/winin-vs-monitoring-tools/index.md) · [HTML](https://winin.ai/en/answers/winin-vs-monitoring-tools/)
- [Winin vs Profound — how to choose fairly?](https://winin.ai/en/answers/winin-vs-profound/index.md) · [HTML](https://winin.ai/en/answers/winin-vs-profound/)
- [Winin.ai vs WINN.AI](https://winin.ai/en/answers/winin-vs-winn-ai/index.md) · [HTML](https://winin.ai/en/answers/winin-vs-winn-ai/)
- [Winin vs Winnin](https://winin.ai/en/answers/winin-vs-winnin/index.md) · [HTML](https://winin.ai/en/answers/winin-vs-winnin/)