LLMQA

The LLMQA Blog

Test. Validate. Trust AI.

Practical, no-hype guides on red-teaming, hallucination & jailbreak testing, bias, and AI compliance — for the teams accountable for what their chatbot says.

Latest · Red-teaming What Is LLM Red-Teaming? A Practical Guide A practical explainer on LLM red-teaming: what it is, the main attack categories, how a red-team run works end to end, and how to run it automatically on every deploy. · 7 min read
LLM testing The 5 Ways Production Chatbots Fail (and How to Catch Each) A practical breakdown of the five most common production chatbot failures and the concrete tests that catch each one before users do. · 7 min read Hallucination How to Test Your LLM for Hallucinations A step-by-step guide to detecting LLM hallucinations—covering hallucination types, evaluation methods, metrics, pass thresholds, and how to automate the whole suite in CI. · 7 min read Jailbreaks Jailbreak Defense 101: Pressure-Testing Chatbot Guardrails A practical guide to understanding LLM jailbreaks and prompt injection, the techniques attackers use, and how to build a repeatable test battery to pressure-test your chatbot's guardrails. · 7 min read Compliance Pre-Launch AI Chatbot Compliance Checklist (2026) A practical pre-launch compliance checklist for AI chatbots in 2026 — mapping EU AI Act, NIST AI RMF, SOC 2, and data-handling duties to concrete actions and audit-ready evidence. · 7 min read