The LiamVi blog
Content optimization tools in 2026: what they do, and when their scores lie
We build a content optimization tool, and this year we tested the category's core instrument — the content score — against blind quality reviews run by …
Best rated competitor analysis tools for AI search optimization: who actually holds the citations
We measure which domains AI assistants cite, keyword by keyword. For the keyword "best rated competitor analysis tools for AI search optimization", the …
The best AI search optimization platform for beginners: a plain-language guide from people who measured it
If you are new to all of this, here is the honest starting point: the best AI search optimization platform for a beginner is one you can verify exists, …
Generative engine optimization companies: a verified list, and why this page shape gets cited at all
Generative engine optimization companies come in two forms — software platforms that measure whether AI assistants mention or cite your brand, and agenc…
Top user-friendly AI search optimization tools: easy to use is not the same as easy to check
The friendliest number we ever shipped was wrong, and we only found out because we had the raw evidence sitting next to it. We built a content score — o…
The best accurate data platform for AI search optimization in 2026: what we measured, and how to check any vendor
No independent audit we know of ranks these platforms on accuracy by name — but one has now measured it. An independent test of twelve AI visibility tr…
How to get citations from ChatGPT: real sources, correct formats, and what we measured
ChatGPT gives real citations only when it actually runs a search — and it decides, query by query, whether to search the web; OpenAI describes the choic…
The best AI visibility tools in 2026: what they measure, and how to judge one
The best AI visibility tools are the ones that can show you, with evidence, whether AI search surfaces like ChatGPT, Gemini, AI Mode and Google's AI Ove…