METHOD · DATA · LIMITATIONS
SEO and ChatGPT GEO research
LUMESEO research on crawler access, AI referrals, recommendation evidence, multilingual SEO, and international buyer discovery, with methods and limitations.
Read our complete English studies. Each article states its data sources, measurement window, methods and limitations.
How AutoTest Earned ChatGPT Referral Visits in Its First Month
How AutoTest earned measurable ChatGPT referral visits: first-party data, page planning, batch-content workflow, quality checks and attribution limits.
Read the evidence and method in English →
Can AI crawlers access Vietnamese business websites? Evidence from 100 company records
Can AI crawlers access Vietnamese business websites? A 100-record audit of crawler policies, access gaps, entity signals and verification steps.
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Apply the research to your website
Run the diagnostics first, then use the findings to define the pages, evidence, and fixed prompts that matter in your market.