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…
Relyance AI’s Lyo platform is designed to secure and govern data across code, cloud services, and AI models.
Lasso AI Security Platform brings AI discovery, risk management, testing and runtime protection together for enterprise environments.
- 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-hosted5.7 - 5
FireTail AI Security and Governance Platform
WebLinuxmacOSWindows5.1 - 6
Netskope One AI Command Center
WebmacOSWindows5.0 - 7
SAFE AI-SPM
Web4.8 - 8
NeuroSec.ai Platform
WebLinux4.7 - 94.7
- 10
Penaxtra AI-SPM
WebLinux4.7 - 114.7
- 124.6
- 13
Noma AI-SPM
Web4.6 - 144.6
- 154.6
- 164.3
- 174.3
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.

