Takusen / GEO consulting
Takusen provides generative engine optimization (GEO) audits and consulting. We assess how AI search experiences mention, cite, and recommend your brand, identify gaps in your website and public information, and help prioritize improvements.
Evidence before a score
GEO complements search engine optimization (SEO): useful content, clear business information and accessible pages matter in both. An audit adds a defined sample of AI answers, with the settings and limitations recorded. It does not measure every buyer or every answer.
A website access review, agreed AI-answer sample, source evidence, competitor comparison where included, and a prioritized fix list. Confirm platforms, prompt count, access and delivery date before work starts.
Explore the auditTurn recommendations into scoped engineering and content changes: clearer comparison pages, accurate schema, documentation improvements and crawlability fixes. Work and acceptance checks are agreed before implementation.
Discuss implementationAdd a documented AI-answer benchmark to client reporting. Agree a white-label deliverable and branding before the engagement.
Find out whether a defined set of category and alternatives questions surfaces your business, and investigate missing or inaccurate public information.
Dated responses and cited sources for the agreed sample, with failures and unavailable settings identified.
Mention, recommendation and citation counts with explicit denominators, instead of an unsupported universal Taku Score.
An optional comparison of consumer subscription surfaces where access is available and agreed; API experiments are reported separately.
Each recommendation identifies the affected page, practical rationale and a way to check the implementation.
Read the proposed audit protocol for definitions and limitations. ChatGPT, Claude, Gemini and Perplexity are possible surfaces to agree in scope, not a promise of continuous monitoring.
Our Takusen example report documents this website’s technical findings. AI-answer visibility was not measured, and it is not a client success story.
Takusen is run by Junichi McAndrews. The work connects evidence with concrete website changes. Meet Takusen.
No audit or implementation can guarantee inclusion, a citation, a recommendation, a search position or revenue. Model changes and sampling variability can affect results.
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