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Best AI tools for AI security and governance teams

As companies ship AI, someone has to test it, guard it and prove it is under control. These tools help security, risk and compliance teams do that.

15 tools · 4 jobs · checked against official sites

Red teaming and AI security

AI security platform for discovering, assessing and red teaming AI models, agents and apps.

OperationsEnterpriseNew
Lakera logo

Lakera

by Lakera (Check Point Software Technologies)

AI security for agents and workforce AI use, with runtime guardrails and red teaming.

OperationsEnterpriseNew
HiddenLayer logo

HiddenLayer

by HiddenLayer, Inc.

AI security platform for discovery, model supply chain scanning, attack simulation and runtime defense.

OperationsEnterpriseNew

Security platform for enterprise AI models, agents and apps, from discovery to runtime enforcement.

OperationsEnterpriseNew
Promptfoo logo

Promptfoo

by Promptfoo, Inc.

Open-source CLI and platform for red teaming, scanning and evaluating LLM apps and agents.

Dev toolsOpen sourceNew

Guardrails and content safety

Amazon Bedrock Guardrails logo

Amazon Bedrock Guardrails

by Amazon Web Services

Configurable safety filters for generative AI apps on AWS, usable with any model via the ApplyGuardrail API.

Dev toolsPaidNew

Microsoft's API for detecting harmful content, prompt attacks and ungrounded output in AI apps.

Dev toolsFree planNew
Model Armor logo

Model Armor

by Google Cloud

Google Cloud runtime screening of prompts and responses for any model, across clouds via REST API.

Dev toolsFree planNew

NVIDIA's open-source toolkit for adding programmable input, dialog, retrieval and output rails to LLM apps.

Dev toolsOpen sourceNew

Governance and compliance

AI governance platform for registering AI systems, assessing risk and mapping policy to regulations.

LegalEnterpriseNew

AI governance platform that inventories AI, tests risks and enforces controls for regulatory compliance.

LegalEnterpriseNew

Compliance and risk platform that automates audits, evidence and security reviews with AI.

OperationsEnterpriseNew

Evaluation and observability

Arize AI logo

Arize AI

by Arize AI, Inc.

Agent observability and evaluation platform, with the open-source Phoenix for tracing and evals.

Dev toolsFree planNew
Langfuse logo

Langfuse

by Langfuse GmbH

Open-source LLM engineering platform for tracing, prompt management and evaluations.

Dev toolsOpen sourceMCPNew
Braintrust logo

Braintrust

by Braintrust Data, Inc.

AI observability and evals platform for tracing agents, running experiments and scoring outputs.

Dev toolsFree planMCPNew

Compare at a glance

ToolJobPricingStarts at
MindgardRed teaming and AI securityEnterpriseSee site
LakeraRed teaming and AI securityEnterpriseSee site
HiddenLayerRed teaming and AI securityEnterpriseSee site
Lasso SecurityRed teaming and AI securityEnterpriseSee site
PromptfooRed teaming and AI securityOpen sourceFree open-source Community plan with 10k red team probes/month, Enterprise and On-Premise priced on request (as of October 2026)
Amazon Bedrock GuardrailsGuardrails and content safetyPaidSee site
Azure AI Content SafetyGuardrails and content safetyFree planSee site
Model ArmorGuardrails and content safetyFree planSee site
NeMo GuardrailsGuardrails and content safetyOpen sourceSee site
Credo AIGovernance and complianceEnterpriseSee site
Holistic AIGovernance and complianceEnterpriseSee site
VantaGovernance and complianceEnterpriseSee site
Arize AIEvaluation and observabilityFree planFree AX plan, AX Pro $50/month, Enterprise custom (as of October 2026)
LangfuseEvaluation and observabilityOpen sourceFree Hobby cloud plan and free self-hosting, Core from $29/month, Pro $199/month (as of October 2026)
BraintrustEvaluation and observabilityFree planFree Starter plan, Pro $249/month, Enterprise custom (as of October 2026)

How to choose

  • Inventory every AI system first; you cannot govern what you have not listed.
  • Test models against prompt injection before connecting them to real data.
  • Map controls to the EU AI Act and ISO 42001 if you sell in Europe.

Frequently asked questions

What are the best AI tools for AI security and governance teams?+

By job: red teaming and ai security: Mindgard, Lakera and HiddenLayer; guardrails and content safety: Amazon Bedrock Guardrails, Azure AI Content Safety and Model Armor; governance and compliance: Credo AI, Holistic AI and Vanta; evaluation and observability: Arize AI, Langfuse and Braintrust. Every pick is checked against its official site.

Are there free AI tools for AI security and governance teams?+

Yes. Promptfoo, Azure AI Content Safety, Model Armor, NeMo Guardrails and Arize AI have a free plan or are open source. Free plans usually limit usage, seats or features, so check the limits before you roll one out.

How do I choose an AI tool as one of the AI security and governance teams?+

Inventory every AI system first; you cannot govern what you have not listed. Test models against prompt injection before connecting them to real data. Map controls to the EU AI Act and ISO 42001 if you sell in Europe.

Best AI tools for other teams