Best Unified AI Control Plane Alternatives & Competitors in 2026
Top picks: AI Risk & Compliance Management, CBRX AI Security & Governance, FireTail AI Governance — plus 33 more compared.
AI SecurityTop picks: AI Risk & Compliance Management, CBRX AI Security & Governance, FireTail AI Governance — plus 33 more compared.
AI SecurityUnified AI Control Plane is a commercial AI Governance tool developed by Singulr AI. Security professionals most commonly compare it with AI Risk & Compliance Management, CBRX AI Security & Governance, FireTail AI Governance, Unbound Governance Layer, and KonaSense. All 36 alternatives are matched by shared capabilities, tags, and NIST CSF 2.0 coverage.
A closer look at the 8 most relevant alternatives and competitors to Unified AI Control Plane, including their key features and shared capabilities.
AI governance platform for risk assessment, compliance, and policy enforcement
AI security consulting for governance, compliance, and secure AI system design
Centralized AI governance platform for monitoring and enforcing AI usage policies.
Governance layer for monitoring and controlling AI coding agents within policy rules
Platform governing human-to-AI interactions with policy enforcement & audit trails.
Consulting services for AI security, governance, and compliance implementation
AI control plane for governance, monitoring, and orchestration of AI agents
AI governance platform for managing and monitoring AI/ML model lifecycle
AI governance platform for risk assessment, compliance, and policy enforcement
AI security consulting for governance, compliance, and secure AI system design
Centralized AI governance platform for monitoring and enforcing AI usage policies.
Governance layer for monitoring and controlling AI coding agents within policy rules
Platform governing human-to-AI interactions with policy enforcement & audit trails.
Consulting services for AI security, governance, and compliance implementation
AI control plane for governance, monitoring, and orchestration of AI agents
AI governance & compliance platform for policy alignment & risk monitoring
Governance platform for LLM-based apps with visibility and compliance monitoring
Unified data & AI governance platform with PBAC, policy automation & observability.
AI model monitoring & governance platform for bias detection & compliance
AI governance platform for monitoring, controlling, and auditing AI models & agents
AI security platform for lifecycle protection, governance, and runtime defense
AI governance platform for managing AI risk, compliance, and policy enforcement
AI governance control plane for agentic AI visibility, identity, and runtime control.
Network-based platform for visibility and policy enforcement over AI app usage.
End-to-end platform for secure enterprise AI deployment with compliance controls
GenAI governance platform for visibility, risk mitigation, and safe adoption
AI security advisory and assessment services for secure AI deployment
Converts AI governance policies and regulations into enforceable controls.
AI security platform for data protection across AI/ML development lifecycle
AI governance platform for managing AI system lifecycle and compliance
AI security & governance platform for life sciences orgs.
Creates structured inventories of AI system components for transparency & risk mgmt
AI governance & testing platform for ML models and LLMs in FinServ.
Agentless AI data firewall for governing data flows to AI services.
Enterprise AI portal providing multi-model access with policy & compliance guardrails.
LLM pipeline observability: tracing, monitoring, and alerting for GenAI systems.
Common questions security professionals ask when evaluating alternatives and competitors to Unified AI Control Plane.
The most popular alternatives to Unified AI Control Plane include AI Risk & Compliance Management, CBRX AI Security & Governance, FireTail AI Governance, Unbound Governance Layer, and KonaSense. These AI Governance tools offer similar capabilities and are frequently compared by security professionals evaluating their options.
