Analyst Engine is a London-based AI engineering consultancy

MCP (Model Context Protocol) allows any AI agent use any tool, and every vendor now ships their own server. You need a gateway to limit ecosystem risk and protect against novel AI attack vectors.

Three techniques for detecting whether an LLM's output distribution has shifted: embedding space drift, token-level distribution analysis, and semantic entropy. Includes concrete examples, interpretation guidance, and the diagnostic patterns that connect signals to root causes.

A practitioner's guide to investigating AI and LLM system failures. Covers telemetry readiness, hallucination forensics, RAG failure analysis, and structuring findings for legal and regulatory scrutiny.