AI Search Lab
Welcome to the AI Search Lab—built for practitioners ready to go deeper. Here you’ll explore reference architectures, evidentiary models, and frameworks that define the core of AI Search Optimization. It’s where serious operators refine their edge and begin shaping the future of search.

AI Search Optimization For Entity Salience: From Mentions To Meaning
Why entity salience separates winners from the content herd
10/6/2025

Engineering Answer Coverage: Mapping Prompt Surface Patterns to AI Search Optimization
How do prompt surface patterns shape LLM answers, and how can you engineer coverage that wins citations?
9/15/2025

AI Search Optimization: Canonical Definition, Scope, and Boundary Conditions
What is AI Search Optimization and how should we define its scope in practice?
9/15/2025
