Fiddler AI vs Robust Intelligence

Side-by-side comparison of framework coverage, pricing, capabilities, and target customers. Last verified recently.

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Fiddler AI

AI observability and security for agentic and generative systems.

Fiddler AI is an AI observability and security platform founded in 2018 and headquartered in Palo Alto, California, by Krishna Gade, Amit Paka, and Manoj Cheenath. Fiddler focuses on production monitoring — drift, performance, fairness, explainability — and has extended into LLM observability and security for compound and agentic AI systems. Fiddler raised a $30M Series C in January 2026, bringing total funding to $100M.

Last verified April 21, 2026Palo Alto, United States

Robust Intelligence

Robust Intelligence was a San Francisco-based AI security company co-founded in 2019 by Harvard computer science professor Yaron Singer and Kojin Oshiba. The company pioneered the concept of an 'AI Firewall' — a purpose-built platform that validates, stress-tests, and protects AI models from development through production. Key capabilities included algorithmic red teaming, automated model assessment, and proactive AI risk mitigation aligned to OWASP and MITRE ATLAS standards. Robust Intelligence was acquired by Cisco in October 2024 for a reported $400M and has been foundational to the development of Cisco AI Defense and Cisco Foundation AI. Its technology is now integrated into the Cisco Security Cloud, providing threat protection against prompt injection, data poisoning, jailbreaking, and unintentional model outcomes. The company raised $44M prior to acquisition across three rounds.

Last verified April 22, 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: NIST AI RMF
  • Only Fiddler AI covers: Colorado AI Act, EU AI Act, GDPR Art. 22, ISO/IEC 42001, NYC LL 144
  • Shared capabilities: 8 of 10 listed.

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

At a glance

AttributeFiddler AIRobust Intelligence
Founded20182019
HeadquartersPalo Alto, United StatesSan Francisco, United States
Employees51-20011-50
Funding$100M total (Series C, January 2026)Pre-acquisition total: $44M raised ($3M seed Mar 2019 led by Engineering Capital/Sequoia, $11-14M Series A 2020 led by Sequoia Capital, $30M Series B Dec 2021 led by Tiger Global). Acquired by Cisco, completed October 2024 (reported ~$400M).
PricingContact for pricingNow integrated into Cisco AI Defense / Cisco Security Cloud. Standalone Robust Intelligence is no longer sold independently. Pricing through Cisco.
WebsiteVisit siteVisit site

Framework coverage

FrameworkFiddler AIRobust Intelligence
Colorado AI ActPartial
EU AI ActPartial
GDPR Art. 22Partial
ISO/IEC 42001Partial
NIST AI RMFPartialFull
NYC LL 144Partial

Capabilities

CapabilityFiddler AIRobust Intelligence
AI Model Inventory
Audit Evidence Collection
Bias & Fairness Testing
Explainability
LLM Guardrails & Content Filtering
LLM Red Teaming
Model Monitoring
Policy Management
Risk Assessment Workflow
Third-Party AI Vendor Risk

Industries served

Fiddler AI

  • Financial Services
  • Healthcare
  • Insurance
  • Government & Public Sector
  • Employment & HR
  • Retail & E-commerce
  • SaaS & Technology
  • Defense & National Security

Robust Intelligence

  • Financial Services
  • Healthcare
  • Insurance
  • Government & Public Sector
  • Employment & HR
  • SaaS & Technology
  • Defense & National Security

Integrations

Fiddler AI

  • AWS SageMaker
  • Azure ML
  • Google Vertex AI
  • Databricks
  • Snowflake
  • MLflow
  • Weights & Biases
  • Okta
  • OpenAI API
  • Anthropic API

Robust Intelligence

  • AWS SageMaker
  • Azure ML
  • Google Vertex AI
  • Databricks
  • Snowflake
  • MLflow
  • GitHub
  • OpenAI API

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