AIAI Governance StackFree kit

Superwise vs Kolena

Both compete in Observability & Monitoring. Superwise positions itself as “Agentic Management Platform for building, monitoring, and governing AI at scale”, while Kolenaleads with “AI model testing roots now applied to document workflow automation for regulated industries”. The table below compares what each publishes.

Where Superwise pulls ahead

Regulated enterprises and AI platform teams needing a unified governance control plane spanning observability, guardrails, and policy enforcement for models and agents

Where Kolena pulls ahead

Publishes support for SOC 2, HIPAA, which Superwise does not. Teams needing rigorous, scenario-level evaluation of ML models, or regulated finance/insurance/real-estate teams automating document-heavy workflows with auditable outputs.

PositioningAgentic Management Platform for building, monitoring, and governing AI at scaleAI model testing roots now applied to document workflow automation for regulated industries
CategoryObservability & MonitoringObservability & Monitoring
FrameworksNone publishedSOC 2, HIPAA
DeploymentSaaS, Cloud, On-prem, APISaaS, API
Built forData Science / ML, Risk, Compliance, GRC, SecurityData Science / ML, Compliance, Risk
Founded20192021
HeadquartersTel Aviv, IsraelSan Francisco, California, USA
OwnershipAcquired by Blattner Technologies in January 2023 (terms undisclosed); operates as a Blattner Tech company as of mid-2026Independent
Funding~$4.6M in seed funding (including a $4.5M round in March 2020 led by Capri Ventures and F2 Capital) prior to the 2023 acquisition~$21M total; $15M Series A led by Lobby Capital (2023)
PricingCommercial enterprise SaaS; custom pricingNot publicly disclosed; demo and free-trial based
Key capabilities
  • Agentic Management Platform (governance control plane)
  • Agent Studio for governed agent deployment
  • Sub-10ms runtime guardrails (PII, jailbreak blocking)
  • Observability and drift detection
  • Policy definition, alerts, and automated responses
  • Complete audit trails
  • Scenario-based ML model testing and evaluation
  • Fine-grained failure-case identification
  • AI agents for document review and extraction
  • Field-level source citation of outputs
  • Reasoning logs and audit trails
  • RBAC and enterprise security controls
IntegrationsOpenAI, Anthropic, Amazon Bedrock, Azure OpenAI, Google Vertex AI, Cohere, Mistral AI, LangChain, LlamaIndex, CrewAI, AutoGenAPI integration, Web platform
Notable customersNone publishedUnion Pacific, Zeller, Essential Properties Realty Trust, EAH Housing, Milestone Bank
Best forRegulated enterprises and AI platform teams needing a unified governance control plane spanning observability, guardrails, and policy enforcement for models and agentsTeams needing rigorous, scenario-level evaluation of ML models, or regulated finance/insurance/real-estate teams automating document-heavy workflows with auditable outputs.
LimitationsA smaller vendor (roughly 19 employees) now owned by Blattner Technologies, so scale and long-term independence differ from larger competitors; explicit certification against named frameworks (EU AI Act, NIST AI RMF, ISO 42001) is not clearly published despite strong governance positioning, and named public customer references are limited.The company's shift toward document automation makes its current fit for pure ML model-governance testing less clear; pricing is opaque and framework coverage is limited to general security certifications.

Which should you shortlist?

Choose Superwise if regulated enterprises and AI platform teams needing a unified governance control plane spanning observability, guardrails, and policy enforcement for models and agents

Choose Kolena if teams needing rigorous, scenario-level evaluation of ML models, or regulated finance/insurance/real-estate teams automating document-heavy workflows with auditable outputs.

Neither is a substitute for a governance program. Whichever you pick, you still need people who can define the policies the tool enforces.

AI Governance Tool Selection Kit

A vendor-comparison worksheet plus EU AI Act, NIST AI RMF and ISO/IEC 42001 requirement checklists — so you can shortlist tools against the obligations that actually apply to you.

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