
What Is an LLM Firewall? Prompt-Layer Defenses Explained
An LLM firewall inspects prompts and completions for injection, PII, and unsafe content. What these controls …

Promptfoo, garak, PyRIT, DeepTeam, Microsoft Foundry and Prisma AIRS compared on attack coverage, multi-turn depth, CI fit and agent-testing gaps.
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An LLM firewall inspects prompts and completions for injection, PII, and unsafe content. What these controls …

Lakera Guard, Protect AI's DeBERTa classifier, Meta Prompt Guard, NeMo Guardrails, and LLM Guard on latency, …

Eleven hallucination detection tools compared by family, deployment, and grounding requirement: HHEM, Lynx, M…

What omni-moderation-latest actually returns: all 13 categories, which ones accept images, how to read catego…

The four main LLM hallucination detection methods compared: sampling consistency, claim decomposition, intern…

How to detect jailbreak prompts with perplexity heuristics, trained classifiers, and multi-turn scoring, plus…
The reference pages, ordered by how much of the decision they settle — not by publication date.
Where the free endpoint earns its place, and the four gaps that mean it is rarely the whole stack.
The field-by-field reference: all 13 categories, image coverage, and how to read category_scores.
Eight toxicity attributes, and the structural reason a tone classifier misses LLM harms.
Eleven tools sorted by family, deployment, and whether they need a source document.
The four detection families, what each covers, and where each belongs in a request path.
Azure, Hive, AWS, and the rest across six modalities, with the selection criteria that matter.
The real cost of over-blocking, how to measure it by category and language, and the levers that cut it without tanking recall.
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