Fiddler AI: Delivers enterprise-grade AI observability and model governance, but provides less automated vulnerability red teaming. Fiddler AI records 44,204 monthly visits with -10.2% month-over-month growth and Contact for Pricing pricing. Mindgard records 153,455 monthly visits with +1.3% growth and Contact for Pricing pricing.
The control plane for trusted enterprise agents and models
Attack-led AI security testing and red teaming
| Dimension / Metric | | |
|---|---|---|
| Official Domain | fiddler.ai | mindgard.ai |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 44.2K (44,204) | 153.46K (153,455) |
| MoM Traffic Delta | -5.04K (-10.2%) | +1.96K (+1.3%) |
| Primary Market & Share | 🇺🇸 United States (28.4%) | 🇺🇸 United States (38.4%) |
| Direct Visits / mo | 9.13K | 21.56K |
| User Rating | 4.4 | 4.3 |
| Supported Platforms | Website | Website |
The control plane for trusted enterprise agents and models
See the performance of every agent and predictive model in a single pane of glass, with every action, token and dollar traceable by user and team.
Fiddler Centor Models power policy enforcement and continuous evaluation inside your network, avoiding external LLM API calls and their hidden costs.
Detects and redacts PII, PHI and secrets on the same request path — before a prompt reaches the model and before a response reaches the developer — with sub-80ms latency.
Keeps a living inventory of every connected agent and records each enforcement decision, with who triggered it and what happened, ready for GRC and AI regulation audits.
Attack-led AI security testing and red teaming
Agent-native reconnaissance maps models, agents, tools, instructions, permissions and behaviours the way an attacker would before launching attacks.
Continuous, adaptive testing of AI agents and systems against evolving attack techniques, rather than one-off audits.
Findings are backed by a knowledge base built from more than 175 publicly disclosed AI vulnerabilities across major AI systems.
Runtime protections and remediation guidance help close defensive gaps and verify that fixes actually hold.
Free / Open-sourceUnified observability, security and incident response for cloud-scale engineering teams
Free / Open-sourceUnified observability, security and incident response for cloud-scale engineering teams
SpecialistAgent observability, evaluation, and continuous improvement for production AI
SpecialistAgent observability, evaluation, and continuous improvement for production AI
Automates continuous red teaming and security reviews, but lacks Mindgard's dedicated machine learning vulnerability scanning suite.
Free / Open-sourceProvides open-source LLM simulation and guardrails, but requires more manual setup for enterprise security testing than Mindgard.
Free / Open-sourceProvides open-source LLM simulation and guardrails, but requires more manual setup for enterprise security testing than Mindgard.
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
SpecialistSpecializes in real-time runtime security against prompt injections, but lacks comprehensive offline model vulnerability scanning.
SpecialistSpecializes in real-time runtime security against prompt injections, but lacks comprehensive offline model vulnerability scanning.
Offers robust LLM testing and red teaming tools, but is tailored more toward developer evaluation than enterprise security auditing.
Offers robust LLM testing and red teaming tools, but is tailored more toward developer evaluation than enterprise security auditing.
AI-powered cloud DLP and security awareness training for SaaS environments
AI-powered cloud DLP and security awareness training for SaaS environments
SpecialistFocuses broadly on AI governance and compliance monitoring, but offers less specialized autonomous model red teaming.
SpecialistFocuses broadly on AI governance and compliance monitoring, but offers less specialized autonomous model red teaming.
Free / Open-sourceFull-stack observability with an AI SRE agent that fixes issues
Free / Open-sourceFull-stack observability with an AI SRE agent that fixes issues
Enterprise MCP governance for secure, cost-efficient AI agents
Specializes in offensive security and autonomous penetration testing, but focuses less on built-in LLM governance workflows.
