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Best AI Security Posture Management (AI-SPM) Tools Software in 2026

Teams use AI Security Posture Management (AI-SPM) software to find and monitor AI assets, maintain model inventories, identify shadow AI and enforce security policies. The tools may also support remediation workflows for issues across an AI environment. Review AI asset discovery, model inventory, shadow AI detection, monitored AI assets, policy frameworks and remediation workflows. Check deployment model, listed…

17 appsSorted 9 Nov 2026How we rank
26.3
Relyance AI logo

Relyance AI’s Lyo platform is designed to secure and govern data across code, cloud services, and AI models.

WebAPISelf-hosted
Price on the maker’s site
36.0
Lasso AI Security Platform logo

Lasso AI Security Platform brings AI discovery, risk management, testing and runtime protection together for enterprise environments.

WebAPIExtension
Price on the maker’s site
  1. 4

    Prompt Security AI Red Teaming

    Prompt Security AI Red Teaming is a paid AI security offering for organizations testing homegrown AI applications before release.

    WebSelf-hosted
    5.7
  2. 5
    5.1
  3. 6
    5.0
  4. 7
    4.8
  5. 8
    4.7
  6. 9
    4.7
  7. 10
    4.7
  8. 11
    4.7
  9. 12
    4.6
  10. 13
    4.6
  11. 14
    4.6
  12. 15
    4.6
  13. 16
    4.3
  14. 17
    4.3

Choosing well

Match the security coverage

Look at each tool’s approach to finding AI assets, maintaining model inventories and detecting shadow AI. These checks help you see what is connected to your environment and what may be operating outside approved processes.

Assess which AI assets are monitored, which policy frameworks are covered and what remediation workflows are provided before choosing a product.

Check plans and pricing

Some items in this category provide a free plan, while products including FireTail AI Security and Governance Platform offer a free trial. Confirm what the free option covers before relying on it.

Paid pricing can be listed as pricing on request or as a starting price. Penaxtra AI-SPM shows a starting price of €290 per month.

Choose a deployment model

This category includes web services, APIs and self-hosted deployment choices. Pick the model that fits how your team connects AI systems and manages security controls.

A self-hosted option may suit teams that need to run the software in their own environment; confirm the product's stated deployment details.

Check device and platform access

Listed platforms include web, macOS, Windows, API, Linux and self-hosted options. Check the product page for the access method you need, including browser use or an Android app.

Platform availability differs by product. For example, Netskope One AI Command Center lists macOS, web and Windows, while NeuroSec.ai Platform lists Linux and web.

Questions people ask

Which functions can AI-SPM software address?

Coverage may include AI asset discovery, model inventories, shadow AI detection, monitored AI assets, policy frameworks and remediation workflows.

Are free plans available for AI-SPM tools?

Items in this category offer free plans. FireTail AI Security and Governance Platform lists both a free plan and a 14-day trial.

How are AI-SPM tools deployed?

Deployment models include web, API and self-hosted options. Check the product listing for the model supported by the tool you are considering.

Do these tools have Android apps?

The listed platform labels cover web, macOS, Windows, API, Linux and self-hosted options. Check the product page to confirm Android app or browser access.

Can I find pricing before contacting a vendor?

Pricing details vary. Several products show pricing on request, whereas Penaxtra AI-SPM lists a starting price of €290 per month.

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