Author: Chris Han

AI competitor recommendation analysis shows why assistants name rivals, which sources influence them, and what to fix first. Use the framework.

invideo ai turns prompts into videos; learn its workflow, credit limits, fit, risks, and a QA matrix before choosing an AI video tool.

Arcads review with a buyer-fit matrix, cost model, workflow limits, compliance risks, and alternatives logic for AI UGC ad teams.

评测 top rated ai search optimization platforms for data accuracy:六维评分卡拆解采集保真度、采样功效、实体消歧与引用归因,附样本量误差对照表和 72 小时买前自测协议,签合同前先跑一遍。

AI Search Optimization Platforms 是追踪并优化品牌在 ChatGPT、Perplexity、AI Overviews 中被提及与被引用的平台。本文给出品类定义、四层数据可信度框架、每数据点成本算法和两周付费前验证清单，帮你避开只看漂亮曲线的选型陷阱，用可复现方法核验候选平台。

AI brand mention tracking tools 怎么选？20,160 次跨引擎采样实测显示：单次抽查误差中位数达 11.3 个百分点。内附五类工具对比、准确性四问核验法、自建基线六步与三种常见误读的排查路径。

Cloudflare blocking AI crawlers often fails silently: 403s, 429 rate limits, and consent walls hide it from your logs. See how to reproduce, prove, and fix it.

Robots.txt for AI crawlers is three decisions, not one: training, retrieval, and live user fetches. See what each rule costs in citations, with panel data — then audit your file.

AI agents blocked by cookie banners abandon the task and answer from a competitor instead. Our 252-run test shows where agents die — and how to audit your own site.

We tagged 2,340 deep research AI citations across ChatGPT, Gemini and Perplexity to map which report sections cite whom — and how to win a slot. See the teardown.