GEO Attribution Livestream: 7-Layer Business Map, 3 ROI Models and A/B Testing Tactics
vista8 · x · 2026-09-26
An author previews tonight's livestream on attributing results from GEO (Generative Engine Optimization), with a detailed syllabus:
- Ecosystem map: a seven-layer business stack covering entry, source, data, tech, execution, transaction and governance layers.
- Seven-step methodology: AI visibility monitoring, attribution, content/knowledge engineering, source engineering, AI-native websites, agent execution, and agent commerce — moving from optimizing AI answers to optimizing AI decisions and commerce.
- Predictions: 'website GEO' becomes a standalone track; agents will book service providers end-to-end within 1-3 years; by 3-5 years firms will care about distribution efficiency of their offerings across AI channels.
- Attribution playbook: four conversion patterns (direct, delayed, channel synergy, indirect), 10 tracking/statistical methods, three ROI models (direct, incremental, indirect contribution), plus A/B test designs like matched business-line comparisons and GEO+SEM/livestream synergy.
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