Semantic Integrity Analysis for AI-Mediated Environments
AI ScanLab provides independent analysis of how information is interpreted, transformed, and propagated by AI systems.
Our work identifies semantic drift, interpretive instability, and latent risk in environments where AI systems influence decisions, visibility, or transactions.
We audit interpretation. We do not optimize content, train models, or intervene in production systems.
Our Services
Comparative Audits
Semantic positioning analysis against competing alternatives
Evaluate how your positioning is interpreted relative to competitors—revealing where differentiation survives AI interpretation and where it collapses into equivalence or misclassification.
Drift Detection
Tracking semantic degradation before operational impact
Monitor how meaning evolves after exposure. Identify drift patterns, measure accumulation rates, and predict when interpretive stability will cross critical thresholds.
Interpretive Risk Assessment
Pre-exposure evaluation of semantic vulnerabilities
We assess interpretive behavior in controlled conditions before information is exposed to operational AI systems, identifying failure points and conditions where semantic coherence may degrade or collapse.
Pre-Launch Semantic Analysis
Understanding AI interpretation before market exposure
Evaluate how positioning will be interpreted relative to competitors and market alternatives before release. Identify structural advantages, vulnerabilities, and convergence risks.
Independent Reporting
Structured semantic integrity documentation for governance
Produce independent reports documenting how AI systems interpret organizational information—suitable for board oversight, regulatory preparation, or institutional review.
Multi-Agent Audits
Semantic integrity across agent chains
Assess whether intent and meaning remain stable as information propagates across autonomous or semi-autonomous agents operating in sequence or parallel.
Ready to Audit Semantic Integrity?
If AI systems interpret, transform, or act on your information, semantic integrity can be audited.
Understanding our approach and what preparation is required will clarify whether our services address your operational context.
Review how we work and client requirements before engagement.
