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The Best AI Agent Security Software in 2026

We researched AI agent security software using official vendor websites, including pricing pages, plan tables and product documentation. Rankings focus on each product’s core protection for LLM and autonomous-agent applications, value for money, and verified features such as prompt-attack defense, data controls and runtime threat detection.

Our top picks

  1. Top ranked

    Agent discovery, runtime controls and auditing for enterprise AI environments.

    Pricing on request

  2. Runner-up

    9.2/10

    Runtime monitoring for AI traffic, sensitive data and MCP interactions.

    Pricing on request

  3. Top-ranked free plan

    Lakera Guard#4 of 32
    8.9/10

    A runtime security layer for screening AI prompts, agent actions and outputs.

    Free plan

Advertiser disclosure: iTechGuides is reader-supported. We may earn a commission when you click some links. How we rank.

The full ranking 32 tools, best first

32 tools
  1. Best forEnterprises standardizing agent security controls

    Agent discovery, runtime controls and auditing for enterprise AI environments.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    9.3/10★★★★★
    Book a demo
  2. Best forEnterprises securing AI traffic and MCP use

    Runtime monitoring for AI traffic, sensitive data and MCP interactions.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    9.2/10★★★★★
    Visit CrowdStrike
  3. Best forEnterprises securing AI across several platforms

    Broad runtime inspection and policy controls for enterprise AI deployments.

    • Prompt-attack defense
    9.0/10★★★★☆
    Visit Prisma AIRS
  4. Best forTeams needing runtime guardrails and a free plan

    A runtime security layer for screening AI prompts, agent actions and outputs.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    8.9/10★★★★☆
    Visit Lakera Guard
  5. Best forOrganizations governing employee AI and agents

    Enterprise AI security spanning employee tools, applications, code assistants, and agents.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    8.9/10★★★★☆
    Visit SentinelOne
  6. Best forTeams enforcing runtime policies across AI apps

    Centralized runtime controls for teams securing internally developed AI apps and agents.

    • Output safety filters
    • Sensitive-data controls
    • Runtime monitoring
    8.8/10★★★★☆
    Visit Cato
  7. Best forEnterprises protecting production AI agents at runtime

    A gateway-based firewall for runtime agent protection, with cloud or self-hosted deployment.

    • Output safety filters
    • Sensitive-data controls
    • Runtime monitoring
    8.6/10★★★★☆
    Contact A10 Networks
  8. Best forEnterprises protecting AI content and data flows

    A runtime layer for enterprise teams monitoring AI prompts, responses, and agent workflows.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    8.5/10★★★★☆
    Visit Netskope
  9. Best forTeams needing broad AI gateway protections

    A broad AI gateway for inspecting agent traffic, enforcing guardrails, and monitoring risk.

    • Prompt-attack defense
    8.4/10★★★★☆
    Visit GuardionAI
  10. Best forEnterprises securing AI from development through runtime

    An enterprise platform spanning AI supply-chain protection and runtime defense.

    • Output safety filters
    • Sensitive-data controls
    • Runtime monitoring
    8.3/10★★★★☆
    Request a demo
  11. Best forEnterprises securing agents across development stacks

    Broad controls for securing AI agents, applications, and MCP environments.

    • Prompt-attack defense
    8.2/10★★★★☆
    Visit Noma Security
  12. Best forEnterprises coupling AI governance with security

    Enterprise AI governance with model discovery, runtime controls, and audit reporting.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    8.1/10★★★★☆
    Visit Securiti
  13. Best forTeams building speech and voice experiences

    Strong speech-generation tools, but a mismatch for buyers seeking agent security.

    7.9/10★★★★☆
    Try Azure AI Speech
  14. Best forTeams needing cloud secret storage, not agent security

    A cloud secret manager for workloads, not a dedicated AI agent security tool.

    • Audit logs
    Free plan · paid from $0.03 · 90-day trial Our Google Cloud Secret Manager verdict → Visit Google Cloud
    7.9/10★★★★☆
    Visit Google Cloud
  15. Best forEnterprises needing agent discovery and action control

    Agent discovery, runtime monitoring and inline controls for enterprise security teams.

    • Audit logs
    • Sensitive-data controls
    • Runtime monitoring
    7.9/10★★★★☆
    Try Capsule Security
  16. WitnessAI

    Best forEnterprises governing employee and agent AI use

    Cloud-based controls for discovering, inspecting, and governing employee and agent AI activity.

    • Prompt-attack defense
    Pricing on request Our WitnessAI verdict → Visit WitnessAI
    7.9/10★★★★☆
    Visit WitnessAI
  17. Best forTeams needing red teaming and agent containment

    A broad security platform for finding, testing and containing AI-agent threats.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    7.8/10★★★★☆
    Visit Straiker
  18. Best forTeams securing MCP-connected business workflows

    A cloud control plane for enforcing policies and auditing AI-agent tool use.

    • Audit logs
    • Sensitive-data controls
    • Runtime monitoring
    7.8/10★★★★☆
    Visit CortexHub
  19. Best forMid-market and enterprise teams with agent workflows

    Hybrid monitoring and tool-call controls for teams securing multi-agent workflows.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    7.7/10★★★★☆
    Visit NeuralTrust
  20. VotalAI

    Best forEnterprise teams securing AI agents and applications

    Broad runtime safeguards for enterprise AI, with a 30-day trial and sales-led pricing.

    • Prompt-attack defense
    Pricing on request · 30-day trial Our VotalAI verdict → Visit VotalAI
    7.7/10★★★★☆
    Visit VotalAI
  21. Best forEnterprises combining runtime security and AI-BOM

    Combines AI asset inventory, runtime defenses, posture management, and red teaming.

    • Prompt-attack defense
    7.6/10★★★★☆
    Contact Lasso
  22. Best forOrganizations needing self-hosted agent runtime controls

    A self-hosted security layer that governs agent actions and traces data flows.

    • Audit logs
    • Sensitive-data controls
    • Runtime monitoring
    7.5/10★★★★☆
    Request a demo
  23. SealGate

    Best forTeams controlling MCP tool calls across endpoints

    A runtime gateway for governing AI agent tool calls, with approval and data controls.

    • Audit logs
    • Sensitive-data controls
    • Runtime monitoring
    Pricing on request Our SealGate verdict → Visit SealGate
    7.4/10★★★★☆
    Visit SealGate
  24. Best forSmaller teams needing affordable AI guardrails

    A runtime security layer with prompt, data, tool-call, and MCP controls.

    Free plan · paid from $134/mo (annual) Our Enkrypt AI Guardrails verdict → Visit Enkrypt AI
    7.4/10★★★★☆
    Visit Enkrypt AI
  25. Best forDevelopers building self-hosted agent guardrails

    A self-hosted Python toolkit for adding configurable safety and policy rails to LLM agents.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    7.3/10★★★★☆
    Visit NVIDIA
  26. Best forDevelopers adding API-based AI security checks

    An API-first toolkit for AI checks, with flexible recipes and a 20 KiB request limit.

    7.2/10★★★★☆
    Try Pangea AI Guard
  27. Best forTeams comfortable managing open-source guardrails

    A flexible guardrail framework for teams prepared to manage their own validators and deployment.

    • Prompt-attack defense
    7.1/10★★★★☆
    Visit Guardrails AI
  28. Best forTeams wanting broad checks with a free tier

    Broad runtime checks for agents, with a free tier and self-hosted options.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    Free plan · paid from $199/mo Our ZNYX AI Platform verdict → Visit ZNYX AI
    6.8/10★★★☆☆
    Visit ZNYX AI
  29. Best forTeams prioritizing AI asset discovery and governance

    AI asset discovery and governance with supply-chain analysis, policy response, and runtime monitoring.

    6.7/10★★★☆☆
    Request a demo
  30. Best forOrganizations securing endpoint AI and cloud agents

    Broad endpoint and cloud-agent protection, with pricing tailored to each environment.

    • Output safety filters
    • Audit logs
    • Sensitive-data controls
    Pricing on request · 7-day trial Our Operant AI verdict → Visit Operant AI
    6.6/10★★★☆☆
    Visit Operant AI
  31. Qpoint

    Best forLinux teams needing network visibility, not agent security

    Linux network visibility with agent discovery, but not a dedicated AI-agent security product.

    6.0/10★★★☆☆
    Visit Qpoint
  32. Best forMobile teams assessing iOS and Android apps

    A mobile security tool for app teams, not a dedicated AI agent security product.

    Free plan · paid from $39/mo Our Silker AI Mobile Security verdict → Visit Silker AI
    5.9/10★★★☆☆
    Visit Silker AI

No tools match those filters.

Compare at a glance

#ToolFree planPaid fromDeploymentPrompt-attack defenseSensitive-data controlsRuntime monitoringOutput safety filtersScore
1Check Point AI Agent Security——HybridYesYesYesYes9.3
2CrowdStrike Falcon AIDR——CloudYesYesYesYes9.2
3Prisma AIRS———Yes———9.0
4Lakera GuardYes—HybridYesYesYesYes8.9
5SentinelOne Prompt Security——CloudYesYesYesYes8.9
6Cato AI Security for Applications——HybridYesYesYesYes8.8
7TrojAI Defend by A10 Networks——HybridYesYesYesYes8.6
8Netskope One AI Guardrails——HybridYesYesYesYes8.5
9GuardionAINo——Yes———8.4
10HiddenLayer AI Security Platform——CloudYesYesYesYes8.3
11Noma Security———Yes———8.2
12Securiti AI Security & Governance——CloudYesYesYesYes8.1
13Azure AI SpeechYes——————7.9
14Google Cloud Secret ManagerYes$0.03/unit/mo—————7.9
15Capsule Security——HybridYesYesYes—7.9
16WitnessAI———Yes———7.9
17Straiker AI Security——HybridYesYesYesYes7.8
18CortexHub Security——Cloud—YesYes—7.8
19NeuralTrust AI Guardian——HybridYesYesYesYes7.7
20VotalAI———Yes———7.7
21Lasso AI Security Platform———Yes———7.6
22CodeIntegrity Agent Runtime Controls——Self_hostedYesYesYes—7.5
23SealGate——HybridYesYesYes—7.4
24Enkrypt AI GuardrailsYes$134/mo—————7.4
25NVIDIA NeMo GuardrailsYesNoneSelf_hostedYesYesYesYes7.3
26Pangea AI GuardYes—Hybrid————7.2
27Guardrails AI—None—Yes———7.1
28ZNYX AI PlatformYes$199/moHybridYesYesYesYes6.8
29Pillar Security Platform——Hybrid————6.7
30Operant AINo—HybridYesYesYesYes6.6
31QpointYes——————6.0
32Silker AI Mobile SecurityYes$31/moHybrid————5.9

Head-to-head All 28 comparisons →

Guides on AI agent security software

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How we rank AI agent security software

Every tool on this page was researched by iTechGuides Editors from its official website — pricing pages, plan tables and product documentation. We rank on how well each one does this category's core job, what the free or entry plan includes, and where it falls short. Where we have enough verified facts, the score out of 10 is a rubric — job fit, value and how much we could verify — shown with its breakdown on every tool's page; a tool we have not verified enough to score yet shows its rank without a number. Scores are re-checked when a product changes its plans. Read the full editorial policy, or submit a tool we missed.

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update