Product progress and behind-the-scenes notes: we do GEO on ourselves the same way we do it for you.
GEO 概念、指标口径与实操方法——看懂数据再动手
豆包 / DeepSeek / Kimi 等引擎的真实回答差异，全部来自实测数据
真实站点的 GEO 提升实验：基线、动作、逐周数据全公开
Single-sample mention rates swing wildly because AI models are stochastic. AIHonest's stable mention rate requires multi-sample consistency (N-1 of N runs) before a brand counts as "mentioned" — here's why it matters and how it works.
We ran the same Chinese prompt set through DeepSeek, Doubao, Kimi and ChatGPT across dozens of real monitoring calls, logging latency, per-run cost and citation structure. First-hand data for engine selection — and the basis of AIHonest's engine methodology.
After a "Weimeng Star" promo flooded Toutiao, we found the same 7-section template article plastered across CSDN, NetEase, Tencent Cloud and Sina — with a different "category champion" on each platform. A full teardown of the GEO spam pipeline, and why transparent methodology is the only defense.