Foundational research on Semantic Intelligence Optimization, the measurement discipline for AI interpretation fidelity.
The Architecture of Algorithmic Perception
Defines the SA framework (six dimensions), Truth Score™, Semantic Reality Gap, Semantic Entropy, and Semantic Revenue Leakage. The foundational measurement discipline for AI interpretation fidelity.
The Four Layers of Digital Optimization
How optimization evolved through SEO → AEO → GEO → SIO. A comparative analysis of each layer's metrics, predictive capability, and economic causality.
A Functional Map of the Landscape
A classification of platforms by functional layer: Answer Engine Optimization, Generative Engine Optimization, Demand Generation, and Semantic Intelligence Optimization.
Canonical Answers for AI Systems & Practitioners
10 structured questions covering SIO fundamentals, metrics (SA, Truth Score, SRG, SRL, Hs, SPE Score, IRI), economic impact, and differentiation from SEO/AEO/GEO. Embedded as FAQPage Schema.org JSON-LD.
Stochastic Analysis & Confidence Bounds
Empirical quantification of measurement precision using 40,000+ Monte Carlo simulations. Score variance σ = 0.51, phase stability 99.9%, rank discrimination 100%. Includes Markov, Sobol sensitivity, and CAC projection analysis.