Original research and technical guides for the wider AI search ecosystem.
Evidence-led research and technical resources covering retrieval, entity architecture, community evidence, platform visibility, citations, and the systems that shape AI search visibility.
2026 AI Search Readiness Benchmark: 100 B2B SaaS Websites
Original Growthract research measuring llms.txt adoption, AI crawler access, JSON-LD, structured data, canonicals, and sitemap coverage across a frozen sample of 100 B2B SaaS websites.
The Entity Science Guide
A technical field guide to entity clarity, structured relationships, retrieval infrastructure, and machine-readable context.
Community & Off-Page AEO
How community sources, external authority, and distributed evidence influence AI search visibility beyond your website.
Reddit Optimization for AI Search
A practical framework for earning credible visibility in Reddit discussions that retrieval systems may surface.
Quora and AI Search
How expert answers, topic relevance, and platform authority can support broader retrieval visibility.
YouTube AEO
Structure video topics, descriptions, transcripts, and supporting entities for search and answer-engine discovery.
Publishing principles
See how Growthract separates verified facts, informed analysis, and directional outcomes.