Strategy & Frameworks · Page 2
Business frameworks for AI search visibility — ROI, measurement, and content planning.
58 articles · Page 2 of 5
AI Search Content Pruning Framework
When and how to prune low-citation content for AI search: decay signals, consolidation rules, and 301 patterns that protect crawl budget and authority.
AI Search KPIs: Define, Calculate, and Report (Dashboard Spec)
A specification for AI search KPIs — citation rate, mention lift, share-of-answer, query coverage — with formulas, sampling rules, and a dashboard layout for GEO/AEO reporting.
AI Search KPIs: The 12-Metric Framework for GEO Programs
Track AI search KPIs across awareness, engagement, conversion, and operations: citation frequency, AI share of voice, sentiment, and AI referral traffic.
AI Search Market Landscape 2025: Platforms & Strategy
A 2025 overview of the AI search market: leading platforms, share signals, citation behavior, and what content teams should change to stay visible.
AI Search Reporting: Dashboard Setup
How to design an AI search reporting dashboard that tracks citation share, AI referral traffic, and content readiness across ChatGPT, Perplexity, and AI Overviews.
AI Search Revenue Attribution Framework
A six-layer framework for attributing revenue from AI search citations using referrer capture, multi-touch modeling, brand lift, MMM, and incrementality.
AI Search Team Structure Framework
AI search team structure: 5-role taxonomy, RACI matrix, operating models, and staffing ratios for small, mid, and enterprise GEO/AEO teams.
AI Visibility Experiments: A/B Testing for GEO
AI visibility experiments guide: design A/B tests for GEO with hypotheses, prompt portfolios, control variables, citation tracking, and statistical analysis.
AI Visibility Measurement: Framework, Metrics, and Tools
A practical framework for measuring AI search visibility — citation tracking, referral analytics, statistical sampling, and the tools that scale it across LLMs.
Canonical Concept IDs: Dedupe and Content Clustering Playbook
Specification for canonical_concept_id: naming rules, dedupe strategy, and clustering across content types so GEO/AEO sites stay coherent at scale.
Citation Half-Life Refresh Cadence Framework: Platform-Specific Update Schedules for AI Search
Citation half-life refresh cadence framework with platform-specific update schedules for ChatGPT, Perplexity, Google AI Mode, and Gemini in 2026.
Citation readiness score: how to design and operationalize a scoring model
A reference specification for designing and operationalizing a citation readiness score: feature set, weighting, thresholds, and the audit workflow that turns it into a usable rewrite signal.