AI Security & Guardrails
Protect AI systems and the data that flows into them: guardrails, usage control, red-teaming and model scanning.
Up to five options per category, in alphabetical order: the order means nothing and nothing here is a ranking, a recommendation or an endorsement. We earn nothing from any vendor. For wider market coverage, see analyst reports such as Gartner Magic Quadrants and Forrester Waves, and test any tool against your own needs.
AI guardrails and prompt-injection protection
Filters what goes into and out of AI models to block prompt injection and unsafe output.
| Name | What it is | Type |
|---|---|---|
| Lakera | Runtime protection against prompt injection for AI applications. | Paid |
| Meta Llama Guard and Prompt Guard | Open-source safety classifiers for model input and output. | Open source |
| NVIDIA NeMo Guardrails | Open-source toolkit for adding rules to LLM applications. | Open source |
| Pillar Security | Security platform for AI applications and agents. | Paid |
| Prisma AIRS (Palo Alto Networks) | Palo Alto Networks' runtime security for AI applications. | Paid |
AI data protection and AI usage control (shadow AI, DLP for AI)
Stops sensitive data going into AI tools and shows which AI tools staff use.
| Name | What it is | Type |
|---|---|---|
| Harmonic Security | Sees and controls employee use of AI tools and the data shared with them. | Paid |
| LLM Guard | Open-source scanners for prompts and model output. | Open source |
| Microsoft Presidio | Open-source detection and anonymisation of personal data in text. | Open source |
| Nightfall | Data loss prevention for SaaS and AI tools. | Paid |
| Prompt Security | Controls for employee AI use and AI applications. | Paid |
AI red-teaming and model scanning
Probes AI models and applications for weaknesses before attackers do.
| Name | What it is | Type |
|---|---|---|
| garak | Open-source scanner for LLM vulnerabilities. | Open source |
| HiddenLayer | Model scanning and AI red-teaming. | Paid |
| Mindgard | Automated red-teaming for AI systems. | Paid |
| promptfoo | Open-source tool for testing and red-teaming prompts and models. | Open source |