@id
@id appears in Magrios buyer research — the pages below are the published, evidence-backed pieces that reference it. Every claim traces to a stored source.
Guides & analysis
Related knowledge — explore next
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The entity corroboration playbook: making AI systems believe you exist
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Why vendor sites rarely win AI citations — and what does
AI Visibility · 4 min read · updated 2026-07-22
Guide
Evidence-first AI: what it means and how to verify a vendor's claim to it
AI Visibility · 4 min read · updated 2026-07-22
Guide
How AI assistants choose their sources
AI Visibility · 5 min read · updated 2026-07-22
Guide
When one source carries your citations, your visibility is fragile
Continuous Intelligence · 5 min read · updated 2026-07-22
Guide
AEO vs GEO vs LLMO vs SEO: what each discipline actually optimizes
SEO / AEO / GEO · 6 min read · updated 2026-07-22
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