Watch an AI agent for suspicious or runaway behaviour
Monitor another AI agent's actions in production, flag or block suspicious moves, and keep a long-running agent inside its own guardrails. 126 products across 82 companies in the Ludbee catalogue carry this task — spanning every layer of the stack that exists here, not one of its own: 46 Application, 32 Infrastructure, 2 Foundation Models, 2 Hardware.
Filter the whole directory by this job to sort and compare these products.
Where these run
- SaaS
- 105 of 125 products that record it
- Self-hosted
- 41 of 125 products that record it
- Private cloud
- 12 of 125 products that record it
- Hybrid
- 8 of 125 products that record it
- On-device
- 3 of 125 products that record it
- Air-gapped
- 1 of 125 products that record it
1 of 126 products carry no recorded deployment yet, and one product can run more than one way — the counts above are of records, not of products.
What this page does not claim
This list carries no score and no recommendation, and one order only: inside each layer, a company whose product for this task is marked AI feature — sold for another job, with AI as one function its own page names — comes after the rest, A–Z within each. The standing rule that applies to the whole directory applies here too: no payment changes a figure, a ranking or the order of any list, this one included. Nor can it yet say what governs any of these products once deployed — what data they can reach, what they are certified against, whether a vendor trains on what you send it. That field is defined in the ontology and is populated on none of the 3,888 products in the catalogue yet, so a page that leaned on it would be promising an answer the data cannot back. It will say so here the day that changes.
The companies
Application (46)
- Abnormal Security — AI Agent Security
- All Hands AI — Agent Control Plane
- Amazon — Amazon Bedrock Guardrails
- Anaconda — AI Security & Guardrails
- Box — Box Agent Security and Governance
- ByteDance — Coze Loop
- Check Point Software Technologies — AI Agent Security, AI Network Firewall
- Cognigy — Cognigy AI Ops Center, Cognigy Insights
- Cresta — Agent Operations Center
- CrowdStrike — Falcon Guardian
- Cyera — Cyera AI Runtime Protection, Cyera Identity
- Dataiku — Dataiku Agent Hub, Dataiku Agent Management
- Decagon — Agent Workbench, Watchtower
- DX — AI Code Insights
- Enkrypt AI — Enkrypt AI
- Fin — Fin Analyze, Fin Operator
- Forethought — Forethought QA Agent
- Haptik — Haptik Agent Analytics
- Harness — AgentTrace, AI Firewall, AI Posture
- Hippocratic AI — AI Call Supervisor
- IBM — IBM DataPower Interact Gateway, IBM watsonx.governance
- Invisible Technologies — Synapse
- JFrog — JFrog Agent Guard, JFrog AI Catalog
- LivePerson — Conversational Cloud
- Mercor — Mercor Enterprise Evals
- Micro1 — Cortex
- Microsoft — Foundry Control Plane, Microsoft Agent 365, Observability in Foundry Control Plane
- NiCE — NiCE Quality Management
- Palo Alto Networks — Prisma AIRS Agent Identity Security, Prisma AIRS Agent Security, Prisma AIRS AI Runtime Security
- Parloa — Parloa Lens
- Phenom — Phenom AppTrail
- PointFive — TokenShift
- Rillet — Command Center
- Rogo — Watchtower
- Salesforce — MuleSoft Agent Fabric
- SAP — SAP AI Agent Hub
- ServiceNow — AI Control Tower
- Siemens — Industrial AI Suite
- Sierra — Insights
- Vectara — Vectara Guardian Agents
- Verint Systems — Verint Quality Bot
- Workday — Agent Analytics, Agent Passport, Agent System of Record
- Yellow.ai — Analyze
- Zendesk — Zendesk Quality Assurance
- Zoom — Zoom Quality Management
- Vercel — Vercel Passport (AI feature)
Infrastructure (32)
- Arize AI — Alyx, Arize AX, Arize Phoenix, PXI
- Arthur AI — Arthur, Arthur Agent Development Toolkit, Arthur Engine, Arthur Observability
- Automation Anywhere — AI Governance
- Braintrust — Braintrust, Patterns
- ClickHouse — ClickStack
- Comet ML — Cost Intelligence, Ollie, Opik
- CoreWeave — CoreWeave Agent Lens, CoreWeave ARIA
- CrewAI — CrewAI AMP
- Databricks — Agent Bricks
- Datadog — Agent Observability, AI Agents Console, Datadog AI Guard
- Deepchecks — Deepchecks LLM Evaluation
- Dynatrace — Dynatrace AI Observability
- Elastic — Elastic LLM Observability, Elastic Observability
- Fiddler AI — Fiddler Agentic Observability, Fiddler AI, Fiddler AI Governance, Risk Management, and Compliance, Fiddler Continuous Evaluations
- Galileo — Galileo, Galileo Signals
- Guild.ai — Guild agent control plane
- Helicone — Helicone
- HoneyHive — HoneyHive
- Hume AI — Kairos Platform
- Laminar — Laminar (AI feature), Laminar Agent, Laminar Signals
- LangChain — LangSmith
- Langfuse — Langfuse
- LangWatch — LangWatch LLM observability
- LiteLLM — LiteLLM Lens
- Lunary — Lunary
- Maxim AI — Bifrost Edge
- Mem0 — Gateway
- New Relic — New Relic AI Observability
- PromptLayer — PromptLayer Observability
- Splunk — Agent and Model Evaluation, Agent Visibility, AI SRE, Runtime AI Guardrails, Splunk Agent Observability, Splunk Observability Cloud
- TrueFoundry — TrueFoundry Agent Gateway
- Weights & Biases — W&B Skills, W&B Weave