Fiddler AI: Monitors and governs machine learning model performance and bias, rather than protecting against active cyber attacks. Fiddler AI records 44,204 monthly visits with -10.2% month-over-month growth and Contact for Pricing pricing. Vectra AI records 150,359 monthly visits with -1.1% growth and Contact for Pricing pricing.
The control plane for trusted enterprise agents and models
See your enterprise the way attackers do — observe, understand, signal, and respond at AI speed
| Dimension / Metric | | |
|---|---|---|
| Official Domain | fiddler.ai | vectra.ai |
| Pricing Model | Contact for Pricing | Contact for Pricing |
| Monthly Visits | 44.2K (44,204) | 150.36K (150,359) |
| MoM Traffic Delta | -5.04K (-10.2%) | -1.72K (-1.1%) |
| Primary Market & Share | 🇺🇸 United States (28.4%) | 🇺🇸 United States (21.4%) |
| Direct Visits / mo | 9.13K | 54.52K |
| User Rating | 4.4 | 4.5 |
| 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.
See your enterprise the way attackers do — observe, understand, signal, and respond at AI speed
Behavior-based analytics correlate network, identity, and cloud activity in real time to reveal where your organization is actually compromised right now, rather than flooding analysts with isolated alerts.
Continuously map on-premises and multi-cloud environments to identify exposed assets, risky paths, and misconfigurations before attackers can chain them together.
Detect identity-based attacks and lateral movement that slip past endpoint-only tooling, with investigation context that shortens the path from alert to containment.
Track how exposure falls over time, validate whether controls work, and produce audit-ready evidence for leadership and compliance reviews.
Offers comprehensive cloud infrastructure monitoring and security analytics, but lacks Vectra's specific network behavior analysis.
Offers comprehensive cloud infrastructure monitoring and security analytics, but lacks Vectra's specific network behavior analysis.
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Provides deep packet inspection and network traffic intelligence, but lacks automated enterprise-wide threat response workflows.
Provides deep packet inspection and network traffic intelligence, but lacks automated enterprise-wide threat response workflows.
Attack-led AI security testing and red teaming
Attack-led AI security testing and red teaming
Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
Free / Open-sourceBuild, simulate, evaluate and monitor self-improving AI agents
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
Free / Open-sourceEvaluate, monitor, and govern your AI applications in production
SpecialistSpecializes in runtime security and prompt injection defense for LLMs, rather than traditional network threat detection.
SpecialistSpecializes in runtime security and prompt injection defense for LLMs, rather than traditional network threat detection.
Free / Open-sourceStandardize LLM evaluation, observability, and red teaming across your whole org
Free / Open-sourceStandardize LLM evaluation, observability, and red teaming across your whole org
SpecialistFocuses specifically on cloud data loss prevention for SaaS environments, lacking Vectra's broader hybrid threat detection.
SpecialistFocuses specifically on cloud data loss prevention for SaaS environments, lacking Vectra's broader hybrid threat detection.
Free / Open-sourceAI governance, testing, and observability for regulated enterprises
Free / Open-sourceAI governance, testing, and observability for regulated enterprises
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
SpecialistAI agents and unified modules for financial crime compliance
