SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
Fiddler AI records 44,204 monthly visits with -10.2% month-over-month growth and Contact for Pricing pricing. KubeHA records 378 monthly visits with -80.2% growth and Free Trial, Contact for Pricing pricing.

GenAI-powered monitoring, observability, remediation, and exploration for Kubernetes
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | fiddler.ai | kubeha.com |
| Pricing Model | Contact for Pricing | Free Trial, Contact for Pricing |
| Monthly Visits | 44.2K (44,204) | 378 (378) |
| MoM Traffic Delta | -5.04K (-10.2%) | -1.53K (-80.2%) |
| Primary Market & Share | 🇺🇸 United States (28.4%) | 🇲🇽 Mexico (70.8%) |
| Direct Visits / mo | 9.13K | 153 |
| User Rating | 4.4 | 3.9 |
| 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.

GenAI-powered monitoring, observability, remediation, and exploration for Kubernetes
KubeHA GPT answers plain-English questions about alerts, logs, metrics, and cluster changes, returning actionable answers without manual digging.
Alerts are automatically analyzed with correlated Prometheus graphs, Kubernetes events, and recent deployment changes, then paired with AI-generated fix suggestions and 1-click remediation.
Metrics, events, logs, and traces are correlated in real time with built-in anomaly detection at both metric and log level, so silent failures surface before customers notice.
Built-in scanners such as Trivy and Popeye flag misconfigurations, vulnerabilities, and runtime threats from inside the same platform.
SpecialistUnified observability, security and incident response for cloud-scale engineering teams
SpecialistUnified observability, security and incident response for cloud-scale engineering teams

Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI

Attack-led AI security testing and red teaming
Attack-led AI security testing and red teaming

Free / Open-sourceOpen-source workspace to build, deploy and govern AI agents

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

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

AI-powered cloud DLP and security awareness training for SaaS environments
AI-powered cloud DLP and security awareness training for SaaS environments
AI governance, testing, and observability for regulated enterprises
AI governance, testing, and observability for regulated enterprises

Find and fix problems in your AI agents before users do
Find and fix problems in your AI agents before users do

Free / Open-sourceFind, prioritize, and fix cloud security risks with AI-assisted workflows
Free / Open-sourceFind, prioritize, and fix cloud security risks with AI-assisted workflows
Full-stack observability with an AI SRE agent that fixes issues
Full-stack observability with an AI SRE agent that fixes issues