---
title: "Content & Evidence"
lang: "en"
canonical: "https://winin.ai/en/blog/topics/content-evidence/"
alternate: "https://winin.ai/zh/blog/topics/content-evidence/"
---

# Content & Evidence

Which website content should we improve first?

Build clear product facts and useful topic coverage with sources readers can check.

## Start with this guide

[How to build brand fact pages: from conflicting information to verifiable facts](https://winin.ai/en/guides/fact-pages/)

When prices, features or service terms conflict across pages, buyers struggle to identify the current version. A fact page gives important information

## Explore specific questions

### [What is AI Recommendation Intelligence?](https://winin.ai/en/answers/ai-recommendation-intelligence/)

AI Recommendation Intelligence is Winin.ai’s category phrase: helping brands understand how generative AI discovers, understands, and recommends their

### [What is fact governance for AI answers?](https://winin.ai/en/answers/fact-governance-ai-answers/)

Fact governance means: when identity, product facts, prices, or policies conflict, first pin source, owner, version, and validity , produce a usable a

### [Why combine fact governance with GEO optimization?](https://winin.ai/en/answers/fact-governance-plus-geo/)

If monitoring finds a wrong price but execution still pulls from expired pages, optimization amplifies the error . An integrated approach connects dia

### [How to write GEO fact pages](https://winin.ai/en/answers/how-to-write-geo-fact-pages/)

Write GEO fact pages so each critical claim has exactly one crawlable, citable canonical URL—with source, owner, version, validity, and public permiss

### [Fact governance](https://winin.ai/en/glossary/fact-governance/)

Definition : When identity, product facts, price, or policy conflict, first pin source, owner, version, and validity into a usable version—then change

### [Schema / JSON-LD checklist for GEO](https://winin.ai/en/guides/schema-geo/)

Definition (site FAQ) : structured data is machine-readable markup (such as Schema or JSON-LD) that declares what something is, its price, availabilit

### [From customer questions to topic clusters: a GEO content guide](https://winin.ai/en/guides/topic-authority/)

A topic cluster organizes articles around customer questions: a core guide explains the subject, supporting articles address distinct needs, and relev

### [AI crawler configuration: search, training and user-initiated access](https://winin.ai/en/guides/ai-crawlers/)

Direct answer: AI-related crawlers are not a binary allow/disallow switch. At a minimum, separate three categories: training crawlers (such as GPTBot