Insights
Original research for expert-led companies
Long-form pieces from Bear In Code on AI citation patterns, multilingual architecture, and schema stack discipline. Every piece cites named public sources; every claim is reviewable.
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Original research · 2026
The AI Citation Rate Index 2026
A small set of named signals that we measure quarterly across expert-led companies.
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Original research · 2026
How AI Overviews choose sources
What Google and independent research say about which pages get cited.
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Original research · 2026
Multilingual SEO architecture for expert-led companies
How hreflang, content models, schema language signals, and URL design interact.
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Original research · 2026
Schema.org for expert-led companies
How to wire Organization, Service, Person, hasOfferCatalog, and BreadcrumbList — without fabricated review markup.