Chiến lược & Khung làm việc
Khung kinh doanh cho khả năng hiển thị tìm kiếm AI — ROI, đo lường và lập kế hoạch nội dung.
58 articles · Page 1 of 5
AI Citation Crisis Response Checklist: 20 Steps When ChatGPT or AI Overviews Stop Citing Your Brand
20-step crisis response checklist for diagnosing and reversing sudden AI citation drops in ChatGPT, Perplexity, and AI Overviews within 30 days.
AI Citation Forecasting Framework: Modeling Citation Lift Before You Publish
AI citation forecasting framework predicts how new content will lift LLM citations using entity coverage, intent fit, and competitor source overlap.
AI citation forecasting: how to estimate which pages will get cited
A scoring framework to forecast which pages AI search engines will cite, based on intent fit, authority, evidence density, and structure quality.
AI Citation Pre-Publish QA Checklist: 30 Verification Steps Before Releasing GEO Content
A 30-step pre-publish QA checklist for GEO content covering structure, claim grounding, schema, and freshness signals before release.
AI Citation Recovery Playbook: Diagnose and Reverse Sudden Citation Drops
AI citation recovery playbook: diagnose sudden drops across ChatGPT, Perplexity, Gemini, and AI Overviews, then rebuild share with a structured remediation framework.
AI Citation Risk Register Framework
An AI citation risk register framework: catalog GEO failure modes, score likelihood and impact per ISO 31000, and assign mitigation ownership across content ops.
AI Citation Share Dashboard Framework: Tracking Share of Voice Across AI Engines
AI citation share dashboard framework: track share-of-voice across ChatGPT, Perplexity, Gemini, and Copilot with metrics aligned to GEO goals.
AI Overviews Position Tracking Framework
AI Overviews position tracking framework: monitor citation slot, anchor phrasing, and competitor share across Google AI Overviews keyword cohorts.
AI Search Attribution Model
A framework for attributing business outcomes to AI search visibility using referral analysis, UTM tracking, brand-search uplift, and citation-correlated traffic patterns.
AI Search Competitive Analysis Framework: Benchmarking Citation Share Across AI Engines
A framework for benchmarking competitor citation share across ChatGPT, Perplexity, and AI Overviews, mapping gaps, and building a defensible action plan.
AI Search Competitor Monitoring Framework: Citation Share, Sentiment, Velocity
Framework for AI search competitor monitoring covering citation share, sentiment, velocity, content mix, reporting cadence, and action triggers.
AI Search Content Portfolio Balance Framework: Tier 1, Tier 2, Long-Tail
Framework for balancing AI search content across Tier 1 anchors, Tier 2 supporting, and long-tail with allocation, refresh, and promotion rules.