GEO Citations · Generative engine optimization
Capture authoritative citations across Perplexity, ChatGPT and SearchGPT
Structure modular definition blocks, benchmark quotability scores, and enforce strict deslop quality filters before publication.
Object queue
Evidence panel
Human decision
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GEO Citation Matrix
From keyword rankings to generative answer engine authority
When buyers ask AI search engines for decision criteria, ensure your brand is cited as the source of truth.
01. Generative AI Engine Citations
Structure high-density entities for Perplexity, SearchGPT, and ChatGPT answer citation visibility.
02. Definition Block Constraints
Enforce strict placement of unambiguous, metric-backed definition blocks within the first 100 words.
03. Deslop Slop Filter Gate
Scan and eliminate 20+ AI slop tropes with clear before/after diffs and quotability scores.
04. Dual Schema.org JSON-LD
Inject Article and BreadcrumbList schemas so search engines recognize authoritative hierarchy.
Related Guides
Deep dives into GEO and Deslop QA
9 min
Generative Engine Optimization (GEO): The 5-Step Playbook for Perplexity and SearchGPT Citations
Generative Engine Optimization (GEO) is the discipline of structuring content with explicit entity anchors, verifiable data boundaries, and 45-word quotable blocks to maximize citation frequency in AI answer engines.
Read resource →8 min
The Deslop SOP: How to Strip AI Clichés and Preserve Tradecraft Density in Technical Content
The Deslop framework is a multi-pass content quality gate that systematically identifies 20+ predictable AI filler tropes, recalculates evidence density, and enforces human sign-off before publication.
Read resource →Clear operating boundaries
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