AI Control Plane monitors, evaluates, and governs enterprise AI agents across their lifecycle.
The platform gives enterprises a single view of every deployed AI agent, tracking actions, token usage, and cost by user and team. Proprietary evaluation models run guardrails and evaluations without external LLM API calls, reducing evaluation cost.
Inline enforcement inspects each agent request and response, redacting personally identifiable information and secrets before prompts reach a model or responses reach a developer. Every enforcement decision is logged with its trigger and outcome for auditable governance.
Anjuna
Anjuna Overwatch
anjuna.io
Arize AI
Arize AX
arize.com
Braintrust Data
Braintrust — AI Agent Observability Platform
braintrust.dev
Dataiku
Dataiku Agent Management
dataiku.com
LangChain
LangSmith
langchain.com
Resect AI
Resect NeuroWave
resect.ai
| Attribute | AI Control Plane | Anjuna Overwatch | Arize AX | Braintrust — AI Agent Observability Platform | Dataiku Agent Management | LangSmith | Resect NeuroWave | |
|---|---|---|---|---|---|---|---|---|
| Provider | | | | | Dataikudataiku.com$843M disclosed funding · Series F | | | |
| Founded | 2018 | 2018 | 2020 | 2023 | 2013 | 2023 | — | |
| Sells To | Enterprise | Enterprise | B2B, Enterprise | Enterprise | B2B | Developer, Enterprise | Enterprise | |
| Pricing Model | Recurring, Software | Software | Recurring, SaaS, Subscription | Recurring, SaaS | B2B Subscription | Recurring, Software | — | |
| Ownership | Venture-backed | Venture-backed | Venture-backed | Venture-backed | Private | Private, Venture-backed | Private |
Provider
Founded 2018
Sells To Enterprise
Pricing Model Recurring, Software
Ownership Venture-backed
Provider
Founded 2018
Sells To Enterprise
Pricing Model Software
Ownership Venture-backed
Provider
Founded 2020
Sells To B2B, Enterprise
Pricing Model Recurring, SaaS, Subscription
Ownership Venture-backed
Provider
Founded 2023
Sells To Enterprise
Pricing Model Recurring, SaaS
Ownership Venture-backed
Provider Dataikudataiku.com$843M disclosed funding · Series F
Founded 2013
Sells To B2B
Pricing Model B2B Subscription
Ownership Private
Control Plane is Lyzr's governance layer for observing, auditing, and controlling enterprise AI agents in production.
Runtime Control Plane governs AI agents during execution with policy enforcement and audit evidence.
Platform that discovers, monitors, and governs enterprise AI agents at runtime.
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Centific's unified platform for developing, operating, and governing production AI across cloud, core, and edge environments.
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Control Plane is Lyzr's governance layer for observing, auditing, and controlling enterprise AI agents in production.
Runtime Control Plane governs AI agents during execution with policy enforcement and audit evidence.
Platform that discovers, monitors, and governs enterprise AI agents at runtime.
Runlayer's AI control plane gives enterprises a governed MCP gateway, reusable agent skills, and policy enforcement for secure AI adoption.
MintMCP's agent governance platform gives enterprises visibility, guardrails, and access control for AI agent connections to data and tools.
Tools for building, deploying, evaluating, and governing enterprise AI and machine learning systems.
One HIPAA-compliant gateway routing all LLM traffic with BAA coverage, audit logging, key management, and cost controls enforced automatically.
Eval Engineering Platform turns AI evaluation results into automated production guardrails.
Applied Compute's Agent Cloud trains enterprise-specific AI agents.
Centific's unified platform for developing, operating, and governing production AI across cloud, core, and edge environments.
AI Agent Reliability Platform detects and remediates incorrect AI agent responses in real time.