AI Compliance Vendors

HiddenLayer vs Robust Intelligence

Side-by-side comparison of framework coverage, pricing, capabilities, and target customers. Last checked September 2026.

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HiddenLayer

The most comprehensive security platform for AI

HiddenLayer is an Austin, Texas-based AI security company founded in March 2022 by experienced cybersecurity and machine learning professionals. The company provides a comprehensive AI Security Platform covering AI Discovery (automated inventory), AI Supply Chain Security (model scanning for embedded threats), AI Attack Simulation (red teaming), and AI Runtime Security (guardrails and active threat response). The platform is designed to be non-invasive — protecting models without requiring access to raw training data — and integrates with CI/CD, MLOps, data pipelines, and SIEM/SOAR tools. HiddenLayer is recognized by Gartner as a Cool Vendor for AI Application Security. The company raised $50M in Series A in September 2023, the largest Series A for an AI-focused cybersecurity company at that time, led by M12 (Microsoft's Venture Fund) and Moore Strategic Ventures. Customers include enterprises in financial services, US federal government, and technology. Named endorsers include the CISO of the NFL and the former CISO of AIG.

Last checked September 21, 2026Austin, United States

Robust Intelligence

AI security startup acquired by Cisco in September 2024; its validation and AI firewall technology is the core of Cisco AI Defense

Robust Intelligence was an AI security company founded in 2019 by Yaron Singer, a Harvard computer science and applied mathematics professor who became its CEO, and Kojin Oshiba, his former student. It was based in San Francisco and also had operations in Israel. Sequoia Capital led its seed and Series A rounds ($14 million combined, announced in October 2020), and Tiger Global and Sequoia led a $30 million Series B in December 2021, bringing its funding to about $44 million. Cisco Investments was also an investor. Cisco announced its intent to acquire Robust Intelligence on August 26, 2024 and completed the deal on September 24, 2024. The price was not disclosed. Robust Intelligence is no longer a separate product: its technology is the core of Cisco AI Defense, which Cisco unveiled on January 15, 2025 and said would be available that March. Buyers should evaluate Cisco AI Defense. **What it sold** Robust Intelligence started with RIME (the Robust Intelligence Model Engine), built around an "AI Firewall" that wraps a model, checks its inputs and outputs, and stress-tests it. Its later platform had two parts. AI Validation automatically tested models for security and safety vulnerabilities (such as prompt injection and data poisoning) before and after deployment, scanned open-source models, data and files for supply chain vulnerabilities such as malicious pickle files, recommended guardrails and produced reports. AI Protection applied those guardrails in production. It ran as SaaS in Robust Intelligence's private AWS VPC or as a hybrid deployment with a self-hosted data plane, and it integrated with observability and SIEM tools such as Splunk, Datadog, CrowdStrike and AppDynamics. The company also co-developed the AI Risk Database and said it co-authored NIST's adversarial machine learning taxonomy and contributed to the OWASP Top 10 for LLM Applications. **Frameworks** Its product page says tests were mapped to the OWASP Top 10 for LLM Applications, MITRE ATLAS, NIST's adversarial machine learning taxonomy, the EU AI Act and the White House executive order on AI. It does not mention the NIST AI RMF or ISO 42001. Cisco AI Defense maps to the NIST AI RMF, MITRE ATLAS and the OWASP Top 10 for LLMs. **Status** The robustintelligence.com site is still online and describes AI Validation and AI Protection without mentioning Cisco. We found no current way to buy Robust Intelligence separately from Cisco.

Last checked October 15, 2026San Francisco, United States

What the data shows

We haven't published an editorial verdict on this pair yet. The comparison below is built from public vendor materials and our taxonomy — no editorialized ranking.

  • Shared framework coverage: EU AI Act
  • Only HiddenLayer covers: ISO/IEC 42001, NIST AI RMF
  • Shared capabilities: 1 of 13 listed.

Want our editorial take? Email the editors or read our methodology.

At a glance

AttributeHiddenLayerRobust Intelligence
Founded20222019
HeadquartersAustin, United StatesSan Francisco, United States
Employees51-200Undisclosed
FundingSeries A, $50M raised (September 2023), led by M12 (Microsoft's Venture Fund) and Moore Strategic Ventures, with participation from Booz Allen Ventures, IBM Ventures, Capital One Ventures, and Ten Eleven Ventures. Prior seed of $6M (April 2023). Total raised: $56M.About $44M before the acquisition: $14M in seed and Series A funding led by Sequoia Capital (announced October 2020) and a $30M Series B led by Tiger Global and Sequoia (December 2021); Cisco Investments also invested. Acquired by Cisco in September 2024 for an undisclosed price.
PricingEnterprise-only, contact sales for pricing. No public pricing listed on website.Robust Intelligence is no longer sold on its own and its site lists no prices. Cisco sells the technology as Cisco AI Defense, also without public prices: its offer description lists Advantage, Validation Essentials and Runtime Essentials packages, bought per AI application or as committed usage. AWS Marketplace lists Cisco AI Defense by private offer, and Cisco offers a self-service red-teaming tool, AI Defense: Explorer Edition, at no upfront cost.
WebsiteVisit siteVisit site

Framework coverage

FrameworkHiddenLayerRobust Intelligence
EU AI ActPartiallimited
ISO/IEC 42001Partial—
NIST AI RMFPartial—

Capabilities

CapabilityHiddenLayerRobust Intelligence
AI Guardrails—✓
AI Model Inventory✓—
AI Supply Chain Risk—✓
Audit Evidence Collection✓—
LLM Guardrails & Content Filtering✓—
LLM Red Teaming✓✓
Model Monitoring✓—
Model Validation—✓
Policy Management✓—
Prompt Injection Defense—✓
Risk Assessment Workflow✓—
Runtime Enforcement—✓
Third-Party AI Vendor Risk✓—

Industries served

HiddenLayer

  • Financial Services
  • Government & Public Sector
  • Defense & National Security
  • SaaS & Technology

Robust Intelligence

  • None listed

Integrations

HiddenLayer

  • AWS SageMaker
  • Azure ML
  • Databricks
  • GitHub
  • OpenAI API

Robust Intelligence

  • Splunk
  • Datadog
  • Databricks

Frequently asked

What is the difference between HiddenLayer and Robust Intelligence?+

HiddenLayer is The most comprehensive security platform for AI; Robust Intelligence is AI security startup acquired by Cisco in September 2024; its validation and AI firewall technology is the core of Cisco AI Defense. The full side-by-side covers framework coverage (1 shared, 2 unique to HiddenLayer, 0 unique to Robust Intelligence), pricing model, and capability overlap.

How do HiddenLayer and Robust Intelligence pricing compare?+

HiddenLayer: Enterprise-only, contact sales for pricing. No public pricing listed on website. Robust Intelligence: Robust Intelligence is no longer sold on its own and its site lists no prices. Cisco sells the technology as Cisco AI Defense, also without public prices: its offer description lists Advantage, Validation Essentials and Runtime Essentials packages, bought per AI application or as committed usage. AWS Marketplace lists Cisco AI Defense by private offer, and Cisco offers a self-service red-teaming tool, AI Defense: Explorer Edition, at no upfront cost.

Which AI compliance frameworks do HiddenLayer and Robust Intelligence both support?+

Both vendors document support for EU AI Act. Coverage strength varies; see the framework matrix below.

Related

Editorial independence: This comparison is free and was not paid for by either vendor. See our methodology.