This page documents experiments conducted hands-on by the Lab Founder.
Web optimization for the AI era has no established “right answer” yet. New AI tools emerge every day, and the way search works keeps changing. That’s precisely why this Lab places value not just on theory, but on “what actually happened when we tried it.”
Our Research Principles
01 Experiment-Based
We only write about results we’ve actually tested. If we haven’t tried it, we don’t write about it.
02 Plain Language
We explain technical terms wherever possible. Readers new to AI and SEO are welcome.
03 Regular Updates
New reports are added at a pace of one to two per month.
04 Primary Sources
We write based on the director’s own observations and analysis — not reposts or aggregated summaries.
Report Index
Vol.1 AIO vs SEO — What’s the Difference? We Asked Google and AI the Same Question and Compared the Results.
Published May 2026
Vol.2 We Tested Japanese AIO/AEO Labs and Services — A ChatGPT, Gemini & Claude Comparison: Where We Stand and What Comes Next.
Published May 2026
※ Vol.3 and beyond will be published on a rolling basis.
WEB AI Optimization Lab | Director
Drawing on 30+ years of hands-on digital experience, researching web optimization for the AI era every day.