Protect AI vs Tracecat

Side-by-side comparison of AI visibility scores, market position, and capabilities

Tracecat leads in AI visibility (94 vs 37)
Protect AI logo

Protect AI

EmergingCybersecurity

AI/ML Security

Protect AI is an MLSec platform helping organizations discover and remediate security vulnerabilities in AI systems including ML pipelines and model supply chains.

AI VisibilityBeta
Overall Score
D37
Category Rank
#1 of 1
AI Consensus
46%
Trend
up
Per Platform
ChatGPT
30
Perplexity
29
Gemini
46

About

Protect AI is an AI security company founded in 2022 by former AWS and Oracle AI engineers, raising $108M across Series A and B rounds. The company focuses on machine learning security, addressing the unique attack surfaces created by AI systems including model poisoning, adversarial attacks, and vulnerabilities in ML supply chains such as compromised model files hosted on public repositories. Protect AI's platform includes tools for scanning model files for malicious payloads, monitoring ML pipelines for anomalous behavior, and managing AI system governance and compliance. The company open-sourced ModelScan, a tool that detects malicious code embedded in serialized model files, which has become widely adopted by the security community. As organizations deploy AI in mission-critical applications, Protect AI has positioned itself as essential infrastructure for AI governance and security teams. The platform serves enterprises in financial services, healthcare, and government where AI security and regulatory compliance requirements are most stringent.

Full profile
Tracecat logo

Tracecat

LeaderSecurity

General

SF YC W24 open-source SOAR security automation deployed by 200+ orgs (Fortune 500 + federal); $500K-$2M seed on Temporal's durable execution with 100+ integrations competing with Splunk SOAR and Tines for security incident response.

AI VisibilityBeta
Overall Score
A94
Category Rank
#96 of 1158
AI Consensus
63%
Trend
stable
Per Platform
ChatGPT
99
Perplexity
85
Gemini
92

About

Tracecat is a San Francisco-based open-source security automation platform — backed by Y Combinator (W24) with $500,000-$2 million in seed funding from Y Combinator, Pioneer.app, Pioneer Fund, and SurgePoint Capital — providing security operations, IT, and infrastructure teams with a modern, cost-effective alternative to commercial SOAR (Security Orchestration, Automation, and Response) tools for automating security alerts, incident response, and IT workflows. Deployed by 200+ organizations from Fortune 500 companies to federal agencies, Tracecat is built on Temporal's durable execution platform (used by Datadog, Netflix, and Stripe) and offers 100+ integrations, AI-assisted runbooks, case management, and lookup tables. Founded in 2024 by Chris Lo and Daryl Lim.

Full profile

AI Visibility Head-to-Head

37
Overall Score
94
#1
Category Rank
#96
46
AI Consensus
63
up
Trend
stable
30
ChatGPT
99
29
Perplexity
85
46
Gemini
92
48
Claude
99
42
Grok
98

Key Details

Category
AI/ML Security
General
Tier
Emerging
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Protect AI
AI/ML Security

Integrations

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