Real buyer questions
Turn discovery, comparison and decision moments into a repeatable question panel.
Measure how AI surfaces mention, cite and recommend your brand—then turn the evidence into an executable growth roadmap.
Generative engine optimization builds the brand facts and evidence AI systems can discover, understand, cite and recommend accurately.
Prioritize entity clarity, product facts and third-party citations.
Entity conflict
Citation gap
Action error
Unaided discovery
Evidence-backed claims
Shortlisted in buyer journeys
Correct facts and actions
GLOBAL PARTNERS
Across consumer technology, finance, industry, hospitality, automotive, food, retail and entertainment.






THE QUESTION ISN'T WHETHER AI ANSWERS
Traditional analytics cannot show whether a brand entered the AI shortlist, which sources shaped the answer, or whether key facts were wrong. GEO diagnostics make those gaps visible.
Turn discovery, comparison and decision moments into a repeatable question panel.
Align verifiable company, product, capability and action-path facts.
Build external sources that can be retrieved, verified and cross-referenced.
GLOBAL MARKET COVERAGE
Core generative search and AI assistants, with a separate panel for each target country.
Add GEO monitoring tools to the core set; confirm DPA, data residency and access boundaries before scoping.
Prioritize the local AI ecosystem, then scope surfaces by industry, procurement and content-discovery journeys.
Run Traditional Chinese and English panels separately; language conversion does not replace market research.
Use an independent Japanese panel, local competitors and Japan-specific evidence sources.
Start with global platforms and Naver; add Kakao when the buyer journey makes it relevant.
Measure by country and local language rather than blending results into a regional average.
iInterface language does not define service geography. Final surfaces depend on country, language, access and measurement method; consumer web, official APIs and third-party monitoring tools are reported separately.
MEASURE BEFORE YOU OPTIMIZE
Site foundations, GEO readiness and observed AI visibility answer different questions. Separating them reveals whether to fix the site, strengthen evidence or rebuild market content.
Explore the sample report →FOUNDATION
GEO READINESS
OBSERVED VISIBILITY
WORKFLOW
Align countries, languages, platforms and real buyer questions.
Audit site foundations, evidence assets and platform answers.
Remove blockers, then strengthen content, entities and authority.
Retest the same question panel and measure directional change.

SEO AS GEO INFRASTRUCTURE
We do not sell generic keyword retainers. Foundation work is activated only when crawling, indexing, page structure, entity facts or multilingual setup blocks GEO performance.
DELIVERABLES
ABOUT WANTAI GEO
WantAI GEO serves B2B brands across global markets. We assess SEO foundations, GEO readiness and observed AI-platform performance separately, with every conclusion tied to a date, market, surface and reviewable evidence.
GEO ESSENTIALS
GEO stands for generative engine optimization. It focuses on whether generative search and AI assistants can discover a brand, understand its facts correctly, cite supporting sources, and include it in relevant buyer shortlists or recommendations.
SEO helps pages get crawled, indexed and discovered through search results. GEO additionally examines how AI answers resolve entities, select evidence, restate facts and form recommendations. They share crawl, content and authority foundations, but their outcomes should not be blended into one score.
If a site cannot be reliably accessed, indexed or interpreted, AI systems lack a stable discovery and verification path. WantAI GEO therefore includes only necessary SEO work such as crawlability, indexing, architecture, structured data and regional configuration. It does not sell generic keyword retainers.
YOUR BRAND IN THE ANSWER
Enter your domain, select a market and start with a clear baseline.