Insights

    Practical analysis on AI assurance, red-teaming, model evaluation, and regulatory compliance. Written for practitioners and decision-makers in healthcare, financial services, and federal government.

    What LLM Red-Teaming Actually Finds (And What Standard QA Misses)

    Standard QA verifies deterministic behavior. LLM red-teaming finds the failures that emerge from probabilistic systems, adversarial prompting, and the assumptions no one tested. Here is what the gap looks like in practice.

    LLM Red-TeamingAI Assurance

    Full article coming soon.

    More coming soon

    We publish analysis on AI assurance topics as they develop. Topics in the pipeline include: prompt injection taxonomy, EU AI Act classification methodology, NIST AI RMF implementation for small and mid-size enterprises, and clinical AI bias evaluation methods.