AIAI Governance StackFree kit

Fiddler AI vs Superwise

Both compete in Observability & Monitoring. Fiddler AI positions itself as “Enterprise AI observability, security, and governance control plane for models and agents”, while Superwiseleads with “Agentic Management Platform for building, monitoring, and governing AI at scale”. The table below compares what each publishes.

Where Fiddler AI pulls ahead

Publishes support for EU AI Act, NIST AI RMF, GDPR, HIPAA, which Superwise does not. Regulated enterprises needing a single platform for ML, LLM, and agent observability with strong explainability and governance/audit capabilities.

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

PositioningEnterprise AI observability, security, and governance control plane for models and agentsAgentic Management Platform for building, monitoring, and governing AI at scale
CategoryObservability & MonitoringObservability & Monitoring
FrameworksEU AI Act, NIST AI RMF, GDPR, HIPAANone published
DeploymentSaaS, Cloud, On-prem, APISaaS, Cloud, On-prem, API
Built forGRC, Compliance, Risk, Data Science / ML, SecurityData Science / ML, Risk, Compliance, GRC, Security
Founded20182019
HeadquartersPalo Alto, California, USATel Aviv, Israel
OwnershipPrivate, independent; venture-backedAcquired by Blattner Technologies in January 2023 (terms undisclosed); operates as a Blattner Tech company as of mid-2026
FundingApproximately $100M total as of 2026; $30M Series C led by RPS Ventures (Jan 2026), following a $32M Series B (2021). Investors include Insight Partners, Lightspeed, Lux Capital, and Capgemini Ventures.~$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
PricingEnterprise subscription; custom pricing via sales/demo (no public self-serve tiers)Commercial enterprise SaaS; custom pricing
Key capabilities
  • Model and agent performance monitoring
  • Drift and data-integrity detection
  • Real-time LLM guardrails
  • Explainability (XAI)
  • Bias and fairness tracking
  • Audit trails and governance dashboards
  • 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
IntegrationsAmazon SageMaker, Google Cloud Vertex AI, NVIDIA NIM, NVIDIA NeMo Guardrails, Databricks, DatadogOpenAI, Anthropic, Amazon Bedrock, Azure OpenAI, Google Vertex AI, Cohere, Mistral AI, LangChain, LlamaIndex, CrewAI, AutoGen
Notable customersBrex, BigaBidNone published
Best forRegulated enterprises needing a single platform for ML, LLM, and agent observability with strong explainability and governance/audit capabilities.Regulated enterprises and AI platform teams needing a unified governance control plane spanning observability, guardrails, and policy enforcement for models and agents
LimitationsEnterprise-focused with custom pricing and no transparent public tiers; the breadth across ML, LLM, and agents can mean a steeper setup and learning curve for smaller teams.A 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.

Which should you shortlist?

Choose Fiddler AI if regulated enterprises needing a single platform for ML, LLM, and agent observability with strong explainability and governance/audit capabilities.

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

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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