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.

Engineering Answer Coverage: Mapping Prompt Surface Patterns to AI Search Optimization

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

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