
Prompt Injection Detection Tools: A Practitioner's Evaluation
Lakera Guard, Protect AI's DeBERTa classifier, Meta Prompt Guard, NeMo Guardrails, and LLM Guard on latency, …

An LLM firewall inspects prompts and completions for injection, PII, and unsafe content. What these controls catch, where they sit, and what they miss.
Read the article →
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…

No single control stops prompt injection. This guide covers the layered defenses that reduce risk in producti…
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.
Have a spec instead of a shortlist? Run the Moderation Stack Matcher to filter the field by modality, harm class, volume tier, and latency budget.
AI Moderation Tools publishes focused, sourced guides on a single topic. No paywall, no account, no ad tracking.
Sourced comparisons of AI content-moderation tooling — delivered when there's something worth your inbox.
No spam. Unsubscribe anytime.