Companion to the Managing the Digital Workforce series
AI Governance Technology Market Map
The vendor landscape across the seven governance layers, plus the discovery prerequisite below and the cross-layer platforms that span them. Click any layer label to read the corresponding article.
Governance layer
Vendors, frameworks & tools
Layer 7
Audit trails & explainability→Decision interpretability on demand
Audit trails & explainability→Decision interpretability on demand
Fiddler AIArthur AIH2O.aiLatticeFlow AIRelyance AIDomino Data LabSuperwiseValidMindTrail MLPatronus AIW&B WeaveGalileoSeekrCobbaiPolicyLayerAuditBoardModusDatadog LLM ObservabilityMaxim AIIBM watsonx.govMicrosoft PurviewGoogle Vertex AIAWS Bedrock auditHolistic AIDataRobotDatabricks Unity CatalogSASYieldsLuminos.AI2021.AILangfuseArize PhoenixUptraceimmudbRetraced / BoxyHQ
Layer 6
Agent gateways→Single control plane for traffic
Agent gateways→Single control plane for traffic
Bifrost (Maxim AI)Kong AI GatewayAiriaCalypsoAIZenityPrompt SecurityOperant AIWitnessAICloudflare AI GatewaySS&C Blue Prism AI GatewayCrewAIAWS BedrockDatabricks AI GatewayPortkeyLiteLLMHelicone
Layer 5
Guardian agents→AI overseeing AI
Guardian agents→AI overseeing AI
WayfoundOpsinHolistic AI (Guardian Agents)Lakera / Check PointProtect AIRobust Intelligence / CiscoMindgardPalo Alto NetworksCiscoCranium AIDynamo AITeramindHiddenLayerActivefenceTrojAIApiiro Guardian Agent
Layer 4
Agent posture management→Built secure, deployed dangerous
Agent posture management→Built secure, deployed dangerous
Microsoft DefenderWizPalo Alto AI-SPMReco AISecuriti (Veeam)TeramindDTEXProtectoSigma RedCoralogixKnosticHarmonic SecurityNetskopeZscalerIsland Browser
Layer 3
Guardrails→Policy at runtime, not in a doc
Guardrails→Policy at runtime, not in a doc
Holistic AIProdagoAporiaPermit.ioSymbiotic DynamicsChatterbox LabsCrewAI FlowsOpenAI SDK tripwireAnthropic tool permission gateAWS Bedrock GuardrailsGuardrails AINVIDIA NeMoLlama Guard (Meta)HumanLayerLangGraph interruptCerbos
Layer 2
Identity & authorization→Every agent needs a badge
Identity & authorization→Every agent needs a badge
Microsoft Entra Agent IDOktaAuth0HashiCorp VaultPermit.ioConductorOneEthycaSPIFFE / SPIREOPA + OPALSpiceDB
Layer 1
Agent registry→Inventory everything — foundation
Agent registry→Inventory everything — foundation
ModelOpTrustibleCredo AISaidotMonitaurTruyoFairNow (AuditBoard)ZenityReco AICollibraDatabricksCaralegalAzure ML RegistryAWS SageMaker RegistryAsenion (Fairly + Anch.AI)IBM watsonx.govMicrosoft FoundryGoogle Vertex AIHolistic AIDataRobotSASYields2021.AINovaworks.aiVerifyWiseCordum
Read the capstone essay
The AI Governance Market Landscape
The reasoning behind the map. What the existing analyst taxonomies miss, why model governance and agent governance are different problems, and the structural whitespace nobody has filled.
Read the essay →