Fiddler AI vs Protect AI
Side-by-side comparison of framework coverage, pricing, capabilities, and target customers. Last verified recently.
https://aicompliancevendors.com/compare/fiddler-ai-vs-protect-aiFiddler 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.
Protect AI
The Platform for AI Security
Protect AI was a Seattle-based MLSecOps company founded in 2022 by Ian Swanson, Daryan Dehghanpisheh, and Badar Ahmed that built a comprehensive AI and ML security platform. The platform comprised three main products — Guardian (model scanning and supply-chain security), Recon (AI red teaming), and Layer (runtime monitoring) — operating on a unified platform. The company was backed by 17,000+ security researchers via its huntr community and partnered with Hugging Face on threat research. Protect AI was acquired by Palo Alto Networks on July 22, 2025 and its technology has been integrated into Prisma AIRS (AI Runtime Security), Palo Alto's comprehensive AI security platform. Prior to acquisition the company had raised $108.5M total ($14M seed in December 2022, $35M Series A in July 2023, $60M Series B in August 2024), all led by Evolution Equity Partners.
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: 6 of 9 listed.
Want our editorial take? Email the editors or read our methodology.
At a glance
| Attribute | Fiddler AI | Protect AI |
|---|---|---|
| Founded | 2018 | 2022 |
| Headquarters | Palo Alto, United States | Seattle, United States |
| Employees | 51-200 | 51-200 |
| Funding | $100M total (Series C, January 2026) | Series B, $108.5M total raised ($14M seed Dec 2022, $35M Series A Jul 2023, $60M Series B Aug 2024) led by Evolution Equity Partners. Acquired by Palo Alto Networks, completed July 22, 2025. |
| Pricing | Contact for pricing | Now integrated into Palo Alto Networks Prisma AIRS. Original standalone Protect AI pricing was enterprise-only, contact sales. Current pricing through Palo Alto Networks. |
| Website | Visit site | Visit site |
Framework coverage
| Framework | Fiddler AI | Protect AI |
|---|---|---|
| Colorado AI Act | Partial | — |
| EU AI Act | Partial | — |
| GDPR Art. 22 | Partial | — |
| ISO/IEC 42001 | Partial | — |
| NIST AI RMF | Partial | Partial |
| NYC LL 144 | Partial | — |
Capabilities
| Capability | Fiddler AI | Protect AI |
|---|---|---|
| AI Model Inventory | ✓ | ✓ |
| Audit Evidence Collection | ✓ | — |
| Bias & Fairness Testing | ✓ | — |
| Explainability | ✓ | — |
| LLM Guardrails & Content Filtering | ✓ | ✓ |
| LLM Red Teaming | ✓ | ✓ |
| Model Monitoring | ✓ | ✓ |
| Policy Management | ✓ | ✓ |
| Risk Assessment Workflow | ✓ | ✓ |
Industries served
Fiddler AI
- Financial Services
- Healthcare
- Insurance
- Government & Public Sector
- Employment & HR
- Retail & E-commerce
- SaaS & Technology
- Defense & National Security
Protect AI
- Defense & National Security
- Healthcare
- Government & Public Sector
Integrations
Fiddler AI
- AWS SageMaker
- Azure ML
- Google Vertex AI
- Databricks
- Snowflake
- MLflow
- Weights & Biases
- Okta
- OpenAI API
- Anthropic API
Protect AI
- AWS SageMaker
- Databricks
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Editorial independence: This comparison is free and was not paid for by either vendor. See our methodology.