Geodocs.dev
/tags/llm-citations

llm citations · Page 3

81 articles llm-citations

81 articles · Page 3 of 7

guideintermediate11 min read

Real Estate Brokerage GEO Case Study: Earning ChatGPT Citations for Local Property Queries

Real estate brokerage GEO case study: how a mid-size firm grew ChatGPT and Perplexity citations 4x for local property queries in 90 days.

guideintermediate12 min read

Subscription Box DTC AEO Case Study: Lifting AI Mention Share on 'Best Subscription Box' Queries

Composite case study: how a subscription box DTC brand can lift AI mention share on 'best subscription box' queries through review schema, curator authority, and comparison content.

frameworkadvanced6 min read

AI Platform Citation Mix Strategy

Portfolio framework for AI platform citation mix: allocate GEO effort across ChatGPT, Perplexity, Gemini, Claude, and Copilot by source bias.

guideintermediate7 min read

AI Search Internal Linking Strategy

Internal linking patterns that help AI crawlers map entity relationships, propagate authority, and lift citation rates across your knowledge base.

guideintermediate11 min read

AI search ranking signals: what likely matters (and how to test)

What likely matters for AI search ranking in 2026 — retrieval, authority, freshness, and structure — plus a reproducible way to test each signal instead of guessing.

guideintermediate8 min read

Citation Building for AI Search Engines

Strategies for building citation authority so AI search engines consistently reference and quote your content in generated answers.

frameworkadvanced7 min read

GEO Citation Decay Tracking Framework

Framework for tracking AI citation decay per citation: half-life curves, decay-rate signals, refresh-trigger thresholds, and a refresh vs. revive vs. retire decision tree.

frameworkadvanced7 min read

GEO Citation Share-of-Voice Measurement

Methodology framework for AI citation share-of-voice measurement: prompt-set construction, per-engine sampling, weighting, competitor cohorts, cadence, and confidence intervals.

frameworkadvanced7 min read

GEO Citation Velocity Framework

GEO citation velocity framework: a measurable model for how fast pages earn AI citations, by engine and content type, with benchmarks and instrumentation.

frameworkadvanced7 min read

GEO Citation Volatility Tracking

SRE-style framework for AI citation volatility: rolling variance metrics, alerting thresholds, root-cause taxonomy, and a triage runbook for citation swings.

referencebeginner14 min read

What Is a Generative Engine? Anatomy of LLM-Powered Search

A generative engine is an AI search system that uses an LLM plus retrieval to synthesize a single cited answer instead of returning a ranked list of links.

guidebeginner15 min read

What Is AI Mode? Definition, Mechanism, and Optimization

AI Mode is Google's Gemini-powered conversational search experience that uses query fan-out to answer complex questions with cited sources.

Stay Updated

GEO & AI Search Insights

New articles, framework updates, and industry analysis. No spam, unsubscribe anytime.