# Best AI SPM Solutions for Business (2026)

Compare 7 AI security posture management solutions, including Prisma AIRS, Zscaler AI-SPM, Cyera Agent Guardian and Zenity, on AI discovery and risk checks.

We pick every solution on this list [on merit](https://cybersectools.com/methodology#shortlist-order). Featured vendors that made the list are shown first.

Source: https://cybersectools.com/shortlists/best-ai-spm-solutions
Updated: 2026-11-01
Edition: Fall 2026.
Reviewed by Nika (Nikoloz) Kokhreidze, CybersecTools.

## Executive summary

As of November 2026, CybersecTools tracks 213 companies that sell AI security solutions as their main business. AI SPM is part of that family. The largest groups are based in the United States, Israel and the United Kingdom. In the last 12 months they raised $1.7B across 79 funding rounds, 18 companies were acquired and 96 new companies started in the last two years.

From that field we chose seven solutions that find the AI models, agents and apps across your company and flag the risky settings and data around them. Palo Alto Networks Prisma AIRS leads for teams that want posture checks, model scanning, red teaming and runtime protection in one platform. Zscaler AI-SPM fits teams that run AI on cloud platforms such as Amazon Bedrock, Azure and Vertex AI and already use Zscaler. Cyera Agent Guardian suits teams whose main worry is sensitive data reaching AI systems.

The decision in this category is what you inventory first. If most of your AI runs in cloud platforms you manage, start with a product that reads those clouds. If the risk is staff and agents using AI in SaaS apps and on laptops, start with a product that sees that traffic. Few products cover both equally well today.

## How we evaluated

We looked at 58 AI SPM solutions from 45 companies, and the 7 on this page made the cut. We combined our judgment from years of leading enterprise security programs with market data from [Mandos](https://mandos.io/data/companies?utm_source=cybersectools.com&utm_medium=shortlist), our market intelligence platform, and with the vendor and review pages listed under Sources at the end of this page. For customer feedback, we left out paid reviews, reviews by vendor staff or partners, review campaigns and anything older than two years, so you get an accurate view of what customers say.

Four traits mattered most: finding AI models, agents and apps across cloud, SaaS and endpoints, flagging risky permissions and data exposure, ranking risks by impact, and guiding the fix. We left out governance paperwork products with no discovery and products that cover a single vendor's AI only. The order follows how widely each product is used by teams like yours. Company momentum shows how the vendor itself is growing, so a market leader can rank first with a lower score.

Read the full method: https://cybersectools.com/methodology#why

## What is AI SPM

AI security posture management, or AI-SPM, finds the AI in your company and checks how safely it is set up. It lists the models, agents, AI apps and data sources in use, approved or not, and flags excessive permissions, exposed data and risky settings.

For you, it is the inventory that every other AI control depends on. You cannot block, test or govern AI you have not found. It sits next to your cloud security and data security programs, and your AI governance and compliance work depends on its findings.

### Compare AI SPM solutions

This analysis focuses on seven AI security posture management solutions. The table compares them on vendor, who each one is best for, deployment model and the NIST CSF functions they cover.

| # | Solution | Best for | Starting price | Deployment | Company size | NIST CSF functions |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | [Palo Alto Networks Prisma AIRS](https://cybersectools.com/tools/palo-alto-networks-prisma-airs) | Teams wanting AI posture, testing and runtime in one | From $0.03 per GB ingested per month | Cloud | Mid-Market to Enterprise | Identify, Protect, Detect |
| 2 | [Zscaler AI-SPM](https://cybersectools.com/tools/zscaler-ai-spm) | Zscaler customers running AI on cloud platforms | Contact sales | Cloud | Mid-Market to Enterprise | Identify, Protect, Detect |
| 3 | [Cyera Agent Guardian](https://cybersectools.com/tools/cyera-ai-guardian) | Data security teams worried about AI data exposure | Contact sales | Cloud | SMB to Enterprise | Protect, Detect |
| 4 | [Aurascape](https://cybersectools.com/tools/aurascape) | Teams controlling staff use of AI apps | Contact sales | Cloud | Mid-Market to Enterprise | Identify, Protect, Detect |
| 5 | [Sysdig AI Workload Security](https://cybersectools.com/tools/sysdig-ai-workload-security) | Cloud teams running AI workloads in containers | Contact sales | Cloud | Mid-Market to Enterprise | Identify, Detect |
| 6 | [Noma Security Platform](https://cybersectools.com/tools/noma-security-comprehensive-ai-security) | Teams securing AI agents across cloud and SaaS | Contact sales | Cloud | Mid-Market to Enterprise | Identify, Protect, Detect |
| 7 | [Zenity AI Security Posture Management](https://cybersectools.com/tools/ai-security-posture-management) | Teams securing Copilot and low-code AI agents | Contact sales | Cloud | Mid-Market to Enterprise | Identify, Protect, Detect, Respond |

Vendors change prices, so check before you buy.

**See every AI SPM solution we list**

The full AI SPM market, filtered by company size, deployment and NIST coverage.

[Browse AI SPM solutions →](https://cybersectools.com/categories/ai-spm)

### 1. Palo Alto Networks Prisma AIRS

**[Palo Alto Networks](https://mandos.io/data/companies/palo-alto-networks?utm_source=cybersectools.com&utm_medium=shortlist-md&utm_campaign=explore-in-mandos)**. Platform securing AI apps, agents, models & data across development lifecycle

Santa Clara, United States · Founded 2005 · Public company · Momentum 85/100 (Mandos)

Certifications: SOC 2, ISO 27001, FedRAMP, PCI DSS, HIPAA

**Best for:** Teams wanting AI posture, testing and runtime in one

Product page: https://cybersectools.com/tools/palo-alto-networks-prisma-airs

#### At a glance

- Vendor: Palo Alto Networks
- Headquarters: Santa Clara, United States
- Founded: 2005
- Ownership: Public company (PANW)
- Deployment: Cloud
- Company size: Mid-Market, Enterprise
- NIST CSF: Identify, Protect, Detect
- Starting price: From $0.03 per GB ingested per month

#### Our take

Palo Alto Networks Prisma AIRS covers the AI life cycle in one platform. Its posture management finds AI models, agents and services and flags excessive permissions, sensitive data exposure and misconfigurations. It also scans third-party models for tampering and malicious code, runs automated red teaming against AI apps, and protects live AI apps against prompt injection, data leaks and harmful output. Agent security and MCP threat detection extend it to agentic AI.

It earns its place because posture is only one of five jobs it does, so you can cover discovery, model scanning, testing and runtime with one vendor. That breadth suits mid-market and enterprise teams already standardized on Palo Alto, but if you only need an inventory and risk view today, ask which modules you actually have to buy to get it.

#### Palo Alto Networks Prisma AIRS main features

- AI model vulnerability scanning
- Automated AI red teaming and penetration testing
- AI posture management for visibility and misconfiguration detection
- Runtime protection against prompt injection and data leaks
- AI agent security for agentic threats
- MCP threat detection
- Command prompt injection detection
- AI session and application monitoring

#### Palo Alto Networks Prisma AIRS main integrations

Microsoft Foundry, Anthropic, Google Cloud Agent Builder, AWS Agent Builder, Microsoft Copilot Studio, Azure AI Agent Builder

#### Before you buy

Where it is strong:

- Posture management, model scanning, red teaming and runtime protection in one platform
- Scans third-party models for tampering and malicious code
- MCP threat detection for agentic AI

Ask in the demo:

- Ask which Prisma AIRS parts are licensed separately, and price only the ones you need
- Check which cloud AI platforms and agent frameworks its posture checks cover today
- Ask for customer references for the posture management part specifically

### 2. Zscaler AI-SPM

**[Zscaler](https://mandos.io/data/companies/zscaler?utm_source=cybersectools.com&utm_medium=shortlist-md&utm_campaign=explore-in-mandos)**. AI security posture mgmt for securing AI models, data, and LLMs in cloud envs

San Jose, United States · Founded 2008 · Public company · Momentum 68/100 (Mandos)

Certifications: SOC 2, ISO 27001, ISO 27017, ISO 27018, FedRAMP, PCI DSS

**Best for:** Zscaler customers running AI on cloud platforms

Product page: https://cybersectools.com/tools/zscaler-ai-spm

#### At a glance

- Vendor: Zscaler
- Headquarters: San Jose, United States
- Founded: 2008
- Ownership: Public company (ZS)
- Deployment: Cloud
- Company size: Mid-Market, Enterprise
- NIST CSF: Identify, Protect, Detect
- Pricing: Contact sales

#### Our take

Zscaler AI-SPM discovers AI services, models, datasets and agents across managed platforms such as Amazon Bedrock, Azure AI Foundry and Google Vertex AI, and unmanaged ones such as Hugging Face and Ollama. It classifies the sensitive data connected to them, flags misconfigurations, excessive permissions and data exposure, and maps hidden attack paths.

It also watches training data use and analyzes prompt and output logs for misuse. Risks are ranked by likelihood and impact, with step-by-step fixes and compliance views for frameworks such as the NIST AI RMF and the EU AI Act.

This is a close match for the core job of the list, because it starts from the cloud AI platforms where your models and data actually sit. It plugs into Zscaler Data Security, so it pays off most if you already run Zscaler, and you should check how much of the value holds up without it.

#### Zscaler AI-SPM main features

- AI model, agent, and service discovery and inventory
- Shadow AI detection for unsanctioned deployments
- LLM-powered data classification and risk assessment
- Misconfiguration and vulnerability detection for AI deployments
- Data poisoning and exposure risk identification
- Guided remediation with step-by-step instructions
- Compliance monitoring for NIST AI RMF, EU AI Act, HIPAA, GDPR
- Prompt and output log analysis for model misuse detection

#### Zscaler AI-SPM main integrations

Amazon Bedrock, Microsoft Azure Foundry AI, Google Vertex AI, Hugging Face, Ollama, Zscaler Data Security

#### Before you buy

Where it is strong:

- Covers managed and unmanaged AI platforms, from Bedrock to Ollama
- Maps hidden attack paths around AI data and models
- Step-by-step fix guidance for each finding

Ask in the demo:

- Check how it connects to your cloud accounts and what access it needs
- Ask how it works with Zscaler Data Security if you already run it
- Ask for customer references for AI-SPM specifically

### 3. Cyera Agent Guardian

**[Cyera](https://mandos.io/data/companies/cyera?utm_source=cybersectools.com&utm_medium=shortlist-md&utm_campaign=explore-in-mandos)**. Secures enterprise AI adoption by monitoring data exposure across AI systems

New York, United States · Founded 2021 · $2.7B raised · Momentum 84/100 (Mandos)

Certifications: SOC 2, ISO 27001, PCI DSS, HIPAA

**Best for:** Data security teams worried about AI data exposure

Product page: https://cybersectools.com/tools/cyera-ai-guardian

#### At a glance

- Vendor: Cyera
- Headquarters: New York, United States
- Founded: 2021
- Deployment: Cloud
- Company size: SMB, Mid-Market, Enterprise
- NIST CSF: Protect, Detect
- Pricing: Contact sales

#### Our take

Cyera Agent Guardian watches where sensitive data meets AI. It covers AI apps you build, AI embedded in business software, and public AI services such as ChatGPT, Claude and Gemini. It detects data leaks to AI systems, third-party model training on your data, unapproved AI installs and weak data access controls. Its integrations include Snowflake and Databricks, where much AI training data lives.

It is here for the data side of AI posture, which matters if your biggest fear is sensitive records ending up in a model or a prompt. It suits data security teams that already classify data and want that view stretched to AI, at any size from SMB to enterprise. The trade-off is depth on the AI stack itself, so ask how far it goes on model and agent settings, not only on data.

#### Cyera Agent Guardian main features

- Coverage for homegrown AI applications
- Coverage for embedded AI in enterprise software
- Coverage for public AI tools
- Detection of data leaks to AI systems
- Monitoring of third-party model training on sensitive data
- Detection of unapproved AI tool installations
- AI governance controls
- Data access control monitoring for AI systems

#### Cyera Agent Guardian main integrations

ChatGPT, Claude, Gemini, Snowflake, Databricks

#### Before you buy

Where it is strong:

- Covers homegrown, embedded and public AI in one view
- Detects third-party model training on your sensitive data
- Connects to Snowflake and Databricks where AI data lives

Ask in the demo:

- Ask whether Agent Guardian needs Cyera's wider data platform underneath it
- Check how it detects data reaching public AI services in your environment
- Ask for customer references for Agent Guardian specifically

### 4. Aurascape

**[Aurascape](https://mandos.io/data/companies/aurascape?utm_source=cybersectools.com&utm_medium=shortlist-md&utm_campaign=explore-in-mandos)**. AI security platform for visibility & control over enterprise AI app usage.

Santa Clara, United States · Founded 2024 · $63M raised · Momentum 55/100 (Mandos)

Certifications: SOC 2

**Best for:** Teams controlling staff use of AI apps

Product page: https://cybersectools.com/tools/aurascape

#### At a glance

- Vendor: Aurascape
- Headquarters: Santa Clara, United States
- Founded: 2024
- Deployment: Cloud
- Company size: Mid-Market, Enterprise
- NIST CSF: Identify, Protect, Detect
- Pricing: Contact sales

#### Our take

Aurascape gives security teams visibility and control over how staff use AI apps. It discovers approved and unapproved AI apps, assesses each by how it handles data, blocks sensitive data from being shared with AI, and enforces which apps people may use and how. It also watches agentic AI workflows and AI-generated content, and it works with Microsoft Copilot.

It makes the list for the workforce side of AI risk, where the question is what your people paste into AI apps, not how your own models are built. That fits mid-market and enterprise teams whose AI exposure is mostly assistants and chat apps. If you also build AI in house, you will likely need a second product for the cloud and model side.

#### Aurascape main features

- AI application discovery and visibility
- Sensitive data protection for AI interactions
- AI usage policy enforcement
- Sanctioned and unsanctioned AI app detection
- Agentic AI workflow security monitoring
- AI application risk assessment
- Data loss prevention for AI tools

#### Aurascape main integrations

Microsoft Copilot

#### Before you buy

Where it is strong:

- Rates each AI app by how it handles your data
- Blocks sensitive data from being shared with AI apps
- Watches agentic AI workflows as well as chat

Ask in the demo:

- Check which operating systems and browsers it covers today
- Ask how it deploys: browser, endpoint or network
- Ask for customer references, since it is a young company

**Alternatives to each solution on this list**

The closest AI SPM alternatives for every pick, matched on features and integrations.

[See AI SPM alternatives →](https://cybersectools.com/alternatives)

### 5. Sysdig AI Workload Security

**[Sysdig](https://mandos.io/data/companies/sysdig?utm_source=cybersectools.com&utm_medium=shortlist-md&utm_campaign=explore-in-mandos)**. Security platform for AI/GenAI workloads with runtime visibility & threat detection

San Francisco, United States · Founded 2013 · $730M raised · Momentum 50/100 (Mandos)

Certifications: SOC 2, ISO 27001, PCI DSS, HIPAA

**Best for:** Cloud teams running AI workloads in containers

Product page: https://cybersectools.com/tools/sysdig-ai-workload-security

#### At a glance

- Vendor: Sysdig
- Headquarters: San Francisco, United States
- Founded: 2013
- Deployment: Cloud
- Company size: Mid-Market, Enterprise
- NIST CSF: Identify, Detect
- Pricing: Contact sales

#### Our take

Sysdig AI Workload Security protects AI workloads in your cloud. It lists AI packages and engines in use, including shadow AI, and watches them at runtime for suspicious activity such as unauthorized access, shell access, remote file copying and model manipulation. It combines that with static risks such as public exposure, misconfigurations and vulnerabilities to rank what matters, and attack path analysis shows how an exposed AI workload connects to other resources.

It earns a spot because it joins posture with runtime evidence, so you rank AI risks by what is really happening in your workloads. It fits cloud and platform teams that run AI in containers and Kubernetes and already use Sysdig. Its view starts at the workload, so weigh how much you also need on AI apps used by staff and on SaaS agents.

#### Sysdig AI Workload Security main features

- Automatic detection of suspicious activities in AI workloads
- Real-time threat detection for unauthorized access and model manipulation
- AI package and engine inventory across cloud environments
- Risk prioritization combining static and runtime threat data
- Attack path analysis for AI assets
- Runtime vulnerability exposure assessment for AI packages
- Shadow AI discovery and visibility
- Integration with Cloud Attack Graph for unified risk correlation

#### Sysdig AI Workload Security main integrations

OpenAI, Amazon Bedrock, Anthropic, Google Vertex AI, IBM watsonx, TensorFlow

#### Before you buy

Where it is strong:

- Runtime threat detection inside AI workloads, not only settings checks
- Ranks AI risks by combining runtime and static findings
- Attack path analysis from exposed AI workloads

Ask in the demo:

- Ask how much it covers SaaS AI apps and staff AI use, since it focuses on cloud workloads
- Check which AI frameworks and model platforms it recognizes
- Confirm which Sysdig licenses include AI workload security

### 6. Noma Security Platform

**[Noma Security](https://mandos.io/data/companies/noma-security?utm_source=cybersectools.com&utm_medium=shortlist-md&utm_campaign=explore-in-mandos)**. Comprehensive AI security platform protecting AI systems and applications

Tel Aviv, Israel · Founded 2023 · $132M raised · Momentum 69/100 (Mandos)

Certifications: SOC 2, ISO 27001, HIPAA

**Best for:** Teams securing AI agents across cloud and SaaS

Product page: https://cybersectools.com/tools/noma-security-comprehensive-ai-security

#### At a glance

- Vendor: Noma Security
- Headquarters: Tel Aviv, Israel
- Founded: 2023
- Deployment: Cloud
- Company size: Mid-Market, Enterprise
- NIST CSF: Identify, Protect, Detect
- Pricing: Contact sales

#### Our take

Noma Security finds AI agents, MCP servers, skills and models across development and production, and ranks their risk. It governs what agents may do, detects and blocks risky agent behavior at runtime, red teams AI apps, and scans the AI supply chain of models, MCP servers and packages. Compliance features collect inventory, framework mappings and test results for audits.

Integrations include AWS Bedrock, Azure AI Foundry, Databricks, LangChain, CrewAI, Microsoft Copilot Studio, Salesforce Agentforce and ServiceNow.

Noma belongs here if agents are your main AI risk, because it puts endpoint, cloud and SaaS agents behind one control plane. It suits mid-market and enterprise teams with agents spread across many platforms. Since it covers posture, testing and runtime, ask which parts you need first so you do not pay for a rollout you are not ready to run.

#### Noma Security Platform main features

- AI agent, MCP server, skill, and model discovery with risk prioritization (AI-SPM)
- Agent access control governing permitted actions
- Runtime detection and blocking of risky agent behavior (AI-DR)
- AI red teaming of AI applications
- MCP server security including tool poisoning and supply chain attack detection
- Agentic identity and intent matching
- AI supply chain scanning of models, MCP servers, tools, and packages
- AI compliance evidence: inventory, framework mappings, test results, audit trails

#### Noma Security Platform main integrations

AWS Bedrock, Azure AI Foundry, Databricks, LangChain, CrewAI, Microsoft Copilot Studio, Salesforce Agentforce, ServiceNow

#### Before you buy

Where it is strong:

- One control plane for agents on endpoints, cloud and SaaS
- Scans MCP servers for poisoning and supply chain attacks
- Collects inventory, mappings and test results as audit evidence

Ask in the demo:

- Check how it covers the agent platforms your teams actually use
- Ask how runtime blocking works for agents outside its integrations
- Ask for customer references, since we found no first-hand reviews

### 7. Zenity AI Security Posture Management

**[Zenity](https://mandos.io/data/companies/zenity?utm_source=cybersectools.com&utm_medium=shortlist-md&utm_campaign=explore-in-mandos)**. AI Security Posture Management platform for discovering and securing AI agents

Tel Aviv-Yafo, Israel · Founded 2021 · $185M raised · Momentum 80/100 (Mandos)

Certifications: SOC 2, ISO 27001

**Best for:** Teams securing Copilot and low-code AI agents

Product page: https://cybersectools.com/tools/ai-security-posture-management

#### At a glance

- Vendor: Zenity
- Headquarters: Tel Aviv-Yafo, Israel
- Founded: 2021
- Deployment: Cloud
- Company size: Mid-Market, Enterprise
- NIST CSF: Identify, Protect, Detect, Respond
- Pricing: Contact sales

#### Our take

Zenity AI Security Posture Management discovers and secures AI agents built in SaaS platforms, on devices and in house. It covers platforms such as Microsoft Copilot Studio, Microsoft 365 Copilot, Power Platform, Salesforce Agentforce, ServiceNow, ChatGPT Enterprise, Amazon Bedrock and Google Vertex AI. It adds AI detection and response on top of posture checks, and covers data leakage, shadow AI and MCP risks.

It is on the list for the low-code agent problem, where business users build agents faster than security can vet them. That makes it a strong fit if your company runs heavily on Microsoft, Salesforce or ServiceNow. If most of your AI is custom models in your own cloud, check how deep its coverage goes there before you commit.

#### Zenity AI Security Posture Management main features

- AI agent discovery across enterprise environments
- AI observability and monitoring
- AI Security Posture Management (AI-SPM)
- AI Detection and Response (AIDR)
- Shadow AI detection
- Data leakage protection for AI agents
- Multi-platform AI security coverage
- Compliance management for AI deployments

#### Zenity AI Security Posture Management main integrations

Microsoft Copilot Studio, ChatGPT Enterprise, Salesforce Agentforce, Azure AI Foundry, AWS Bedrock, Google Vertex AI

#### Before you buy

Where it is strong:

- Strong coverage of low-code agent platforms such as Copilot Studio and Power Platform
- Detection and response on top of posture checks
- Covers SaaS, device-based and homegrown agents

Ask in the demo:

- Check which of your agent platforms it covers today
- Ask how it handles agents built outside the platforms it connects to
- Ask for customer references for the posture management product

## How they fit your cybersecurity program (NIST CSF)

NIST CSF 2.0 has six functions: Govern, Identify, Protect, Detect, Respond and Recover. The grid shows which functions each pick maps to in our record, so you can see where a solution sits in your program and what it leaves to other controls.

All 7 solutions map to Detect. 6 of 7 map to Identify. 6 of 7 map to Protect. 1 of 7 maps to Respond. None map to Govern or Recover.

| Solution | Govern | Identify | Protect | Detect | Respond | Recover |
| --- | --- | --- | --- | --- | --- | --- |
| All solutions on this list | 0 of 7 | 6 of 7 | 6 of 7 | 7 of 7 | 1 of 7 | 0 of 7 |
| Palo Alto Networks Prisma AIRS | – | 1 of 3 (Risk Assessment) | 2 of 5 (Data Security, Platform Security) | 2 of 2 (Continuous Monitoring, Adverse Event Analysis) | – | – |
| Zscaler AI-SPM | – | 2 of 3 (Asset Management, Risk Assessment) | 1 of 5 (Data Security) | 1 of 2 (Continuous Monitoring) | – | – |
| Cyera Agent Guardian | – | – | 1 of 5 (Data Security) | 1 of 2 (Continuous Monitoring) | – | – |
| Aurascape | – | 2 of 3 (Asset Management, Risk Assessment) | 1 of 5 (Data Security) | 1 of 2 (Continuous Monitoring) | – | – |
| Sysdig AI Workload Security | – | 2 of 3 (Asset Management, Risk Assessment) | – | 2 of 2 (Continuous Monitoring, Adverse Event Analysis) | – | – |
| Noma Security Platform | – | 2 of 3 (Asset Management, Risk Assessment) | 1 of 5 (Platform Security) | 2 of 2 (Continuous Monitoring, Adverse Event Analysis) | – | – |
| Zenity AI Security Posture Management | – | 2 of 3 (Asset Management, Risk Assessment) | 1 of 5 (Data Security) | 2 of 2 (Continuous Monitoring, Adverse Event Analysis) | 1 of 4 (Incident Mitigation) | – |

Each cell shows how many of the function's NIST CSF 2.0 categories the solution maps to, with the category names.

A product helps you reach these outcomes, but it does not make you compliant on its own. Your people and processes do the rest.

## CISO checklist for selecting an AI SPM product

Work through these steps in order to go from not knowing your AI footprint to a contract you can defend.

1. **List where AI runs today: cloud accounts, SaaS apps and endpoints.** Each product looks in different places, so this decides which ones can see your AI.
2. **Decide which data must never reach AI models or agents.** Posture findings only matter if you know which data exposure is unacceptable.
3. **Run a discovery trial against your real environment.** The size of the inventory a product finds is the clearest sign of how well it sees.
4. **Check how findings are ranked and how fixes are guided.** A long list of findings without priorities will not get fixed.
5. **Confirm which agent and model platforms are covered.** Coverage is uneven in this young market, and uncovered platforms stay blind spots.
6. **Ask whether runtime protection is included or separate.** Posture alone does not stop attacks on live AI apps.
7. **Check how findings reach your ticketing and security tooling.** Findings that stay in a separate console rarely get fixed.
8. **Map the product's reports to your AI governance needs.** Audit and regulatory evidence is a common reason to buy, so check it matches your frameworks.
9. **Ask for references for the AI product itself.** Many vendors are new to AI, and reviews of their older products do not show how this works.
10. **Agree how the contract changes if the vendor is bought.** Several AI security vendors were bought recently, which can change pricing and support.

**Compare AI SPM solutions side by side**

Features, integrations, NIST coverage and deployment for every AI SPM solution we list, in one table.

[Compare AI SPM solutions →](https://cybersectools.com/compare)

## Other solutions we considered for this shortlist

We looked at 43 products for this list. These did not make the 7 above but are worth a look for the right team.

1. [DeepKeep AI Lens](https://cybersectools.com/tools/deepkeep-ai-lens) · DeepKeep
   Discovers shadow AI usage and enforces policies on AI tool access and interactions
2. [Repello AI Asset Inventory](https://cybersectools.com/tools/repello-ai-asset-inventory) · Repello AI
   Discovers and inventories AI assets across enterprise codebases, clouds, and apps.
3. [Aona AI](https://cybersectools.com/tools/aona-ai)
   Platform for Shadow AI detection, AI guardrails, and workforce AI governance.
4. [JumpCloud Shadow AI Governance](https://cybersectools.com/tools/jumpcloud-shadow-ai-governance) · JumpCloud
   Discovers and governs AI tool usage across organizations with policy enforcement
5. [Sweet AI Security Platform (AISP)](https://cybersectools.com/tools/sweet-ai-security-platform-aisp) · Sweet Security
   End-to-end AI security platform for models, agents, and runtime protection
6. [Reach Security - Safe Use of AI](https://cybersectools.com/tools/reach-security-safe-use-of-ai) · Reach Security
   Monitors and governs enterprise AI tool usage via existing security stack.
7. [Harmonic Secure AI](https://cybersectools.com/tools/harmonic-secure-ai) · Harmonic Security
   Security platform for GenAI adoption with data protection and Shadow AI detection
8. [Reco Generative AI Discovery](https://cybersectools.com/tools/reco-generative-ai-discovery) · Reco
   Discovers and tracks shadow AI tools, AI agents, and GenAI usage across SaaS.
9. [Witness Observe](https://cybersectools.com/tools/witness-observe) · WitnessAI
   Enterprise AI security platform for visibility and control of AI usage

Explore all AI SPM solutions: https://cybersectools.com/categories/ai-spm

## Conclusion

Choose by where your AI lives. If most AI runs in your cloud accounts, Zscaler AI-SPM or Sysdig read those workloads well. If you want posture, testing and runtime in one, Prisma AIRS covers the most ground. If agents built in SaaS and low-code platforms are the worry, Zenity or Noma fit. If data exposure is the core risk, Cyera Agent Guardian fits, and Aurascape covers staff use of AI apps. Whatever you choose, start with the inventory, and ask for references for the AI product itself.

## Frequently Asked Questions

### What is AI-SPM?

AI security posture management finds the AI models, agents, apps and data in your company and checks how safely they are set up. It flags risky permissions, exposed data and misconfigurations, much like cloud security posture management does for cloud accounts.

### How is AI-SPM different from cloud security posture management?

Cloud posture management checks cloud accounts and services in general. AI-SPM focuses on AI: models, training data, agents and the data they reach. Some cloud security vendors now add AI-SPM to their platforms.

### Does AI-SPM find shadow AI?

Most products here discover AI that nobody approved, but they look in different places. Some read cloud accounts, some watch network traffic and some read SaaS platforms. Check that a product looks where your shadow AI is likely to be.

### Do I still need runtime protection?

Yes, for AI apps that face users or data. Posture management finds and fixes risky settings before an attack. Runtime protection blocks attacks such as prompt injection while the app is live. Several products here offer both.

### Can AI-SPM help with the EU AI Act?

It helps with the inventory and evidence side. Several products map findings to frameworks such as the NIST AI RMF and the EU AI Act and keep audit trails. They do not replace legal review of how you use AI.

### Why are there no customer reviews here?

These AI products launched recently, and we found too few first-hand reviews of them. Reviews of each vendor's older products do not describe the AI features. Ask vendors for references for the AI product itself.

## Sources

These are the pages we reviewed for each pick: the vendor's own product page and website, its market data on Mandos, and every review page we read for customer feedback.

1. **Palo Alto Networks Prisma AIRS** · Palo Alto Networks: [Product page](https://www.paloaltonetworks.com/ai-security/prisma-airs) · [Palo Alto Networks website](https://www.paloaltonetworks.com/) · [Market data on Mandos](https://mandos.io/data/companies/palo-alto-networks?utm_source=cybersectools.com&utm_medium=shortlist-md-sources&utm_campaign=explore-in-mandos) · [Gartner Peer Insights](https://www.gartner.com/reviews/product/prisma-airs-1030401510)
2. **Zscaler AI-SPM** · Zscaler: [Product page](https://www.zscaler.com/products-and-solutions/ai-spm/) · [Zscaler website](https://www.zscaler.com/) · [Market data on Mandos](https://mandos.io/data/companies/zscaler?utm_source=cybersectools.com&utm_medium=shortlist-md-sources&utm_campaign=explore-in-mandos)
3. **Cyera Agent Guardian** · Cyera: [Product page](https://www.cyera.com/platform/agent-guardian) · [Cyera website](https://cyera.com/) · [Market data on Mandos](https://mandos.io/data/companies/cyera?utm_source=cybersectools.com&utm_medium=shortlist-md-sources&utm_campaign=explore-in-mandos) · [Reddit: cyera customers is the product as good as they say](https://www.reddit.com/r/cybersecurity/comments/1kr43bb/cyera_customers_is_the_product_as_good_as_they_say/) · [Reddit: sales engineering at wiz or cyera](https://www.reddit.com/r/techsales/comments/1rrrnjq/sales_engineering_at_wiz_or_cyera/)
4. **Aurascape**: [Product page](https://aurascape.ai/product/) · [Aurascape website](https://aurascape.ai/) · [Market data on Mandos](https://mandos.io/data/companies/aurascape?utm_source=cybersectools.com&utm_medium=shortlist-md-sources&utm_campaign=explore-in-mandos) · [Gartner Peer Insights](https://www.gartner.com/reviews/product/aurascape-2049741864)
5. **Sysdig AI Workload Security** · Sysdig: [Product page](https://www.sysdig.com/ai-workload-security/) · [Sysdig website](https://sysdig.com/) · [Market data on Mandos](https://mandos.io/data/companies/sysdig?utm_source=cybersectools.com&utm_medium=shortlist-md-sources&utm_campaign=explore-in-mandos)
6. **Noma Security Platform** · Noma Security: [Product page](https://noma.security/platform/) · [Noma Security website](https://noma.security/) · [Market data on Mandos](https://mandos.io/data/companies/noma-security?utm_source=cybersectools.com&utm_medium=shortlist-md-sources&utm_campaign=explore-in-mandos) · [Reddit: what solutions are enterprises using for ai](https://www.reddit.com/r/aisecurity/comments/1so6eoc/what_solutions_are_enterprises_using_for_ai/) · [Reddit: best ai agentic security tools for ai company](https://www.reddit.com/r/cybersecurity/comments/1u48s63/best_ai_agentic_security_tools_for_ai_company/)
7. **Zenity AI Security Posture Management** · Zenity: [Product page](https://zenity.io/platform/ai-security-posture-management) · [Zenity website](https://zenity.io/) · [Market data on Mandos](https://mandos.io/data/companies/zenity?utm_source=cybersectools.com&utm_medium=shortlist-md-sources&utm_campaign=explore-in-mandos) · [Gartner Peer Insights](https://www.gartner.com/reviews/product/zenity-platform)

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For AI agents: every CybersecTools shortlist is listed at https://cybersectools.com/shortlists.md.

More on the vendors on this list: funding, momentum, hiring and news, plus the full product and company record, are available through the Mandos MCP Server (paid plans), which connects to AI assistants: https://mandos.io/mcp?utm_source=cybersectools.com&utm_medium=shortlist-md