AI Security Platform
Provider 
Founded 2022
Sells To —
Pricing Model Recurring, Software
Ownership Venture-backed

Platform securing machine learning models and AI systems against attacks.
HiddenLayer provides AI security software that helps organizations protect machine learning models and AI applications from adversarial threats, model theft, and abuse. The platform is oriented to enterprise security and MLOps teams deploying production models.
Capabilities typically cover model monitoring, threat detection for AI pipelines, and governance controls that keep AI systems safe as they scale across enterprise environments.
SubImage

AI Asset Inventory
subimage.io
AIUC

Aiuc-1
aiuc.com
Fabraix

Arx
fabraix.com
Onyx Security

Secure AI Control Plane
onyx.security
SPLX

SPLX Platform
splx.ai
| Attribute | AI Security Platform | AI Asset Inventory | Aiuc-1 | Arx | Secure AI Control Plane | SPLX Platform | |
|---|---|---|---|---|---|---|---|
| Provider | |||||||
| Founded | 2022 | 2024 | 2025 | 2026 | 2024 | 2023 | |
| Sells To | — | Enterprise | — | — | B2B | Enterprise | |
| Pricing Model | Recurring, Software | SaaS | — | — | SaaS | Subscription | |
| Ownership | Venture-backed | Venture-backed | Venture-backed | Venture-backed | Venture-backed | Subsidiary |
Provider 
Founded 2022
Sells To —
Pricing Model Recurring, Software
Ownership Venture-backed
Provider 
Founded 2024
Sells To Enterprise
Pricing Model SaaS
Ownership Venture-backed
Provider 
Founded 2025
Sells To —
Pricing Model —
Ownership Venture-backed
Provider 
Founded 2026
Sells To —
Pricing Model —
Ownership Venture-backed
Provider 
Founded 2024
Sells To B2B
Pricing Model SaaS
Ownership Venture-backed


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AI/ML Security assesses machine learning pipelines, model architecture, and AI-based systems for security vulnerabilities.

AI/ML Security Services assess AI systems for adversarial attacks, model theft, prompt injection, and data integrity risks.

Cisco AI Defense secures enterprise AI with asset discovery, model vulnerability evaluation, and runtime guardrails.

Security platform for protecting generative AI and LLM applications in enterprises.

AI/ML Penetration Testing red-teams machine learning systems using the MITRE ATLAS and OWASP LLM frameworks.

AI/LLM Security Assessment tests LLM applications and infrastructure for prompt injection, data poisoning, and model extraction risks.

Lakera Guard is a runtime security product for large language model applications.

An AI-native endpoint security platform that discovers software, prevents risk, and enables safe enterprise AI adoption.

Lakera AI Security Platform is an AI-native security service for protecting generative AI applications.

CalypsoAI Security Platform is an AI security and red-teaming service for enterprise AI applications.
