Choose your AI governance platform.

Every organization has different governance needs. Here is how KoraSafe™ compares to the platforms you are likely evaluating.

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Our approach to comparisons. We respect every platform in this space. Comparisons here focus on architectural differences and feature scope. We update them quarterly and welcome corrections at Contact-us@korasafe.ai.

The AI governance landscape

Four categories of vendors address AI governance today. Specialized point solutions, agent-focused platforms, evaluation and observability tools, and established incumbents adding AI modules.

Purpose-built platforms for AI risk, compliance, and governance. Designed from the ground up for AI-specific challenges, not adapted from legacy GRC or data tools.
KoraSafe™ Credo AI Holistic AI Pacific AI Fairly AI Cranium Saidot Naaia Trustible AI Enzai FairNow acq. AuditBoard
Platforms focused on monitoring, securing, and enforcing controls for autonomous AI agents. Guardian agents, trust scoring, and real-time action blocking.
KoraSafe™ Vijil Zenity NeuralTrust SafeAlign AI Cato Networks AvePoint AgentPulse Rencore Syskit
Performance tracking, explainability, hallucination detection, and model testing. Essential instrumentation for governing probabilistic AI systems.
Fiddler AI Arize AI (Phoenix) Braintrust Confident AI (DeepEval) Weights & Biases Deepchecks Galileo Patronus AI LangChain (LangSmith) Langfuse
Large-scale data governance, GRC, and privacy platforms that have added AI governance layers. Broad ecosystem reach, but AI governance is one module among many.
IBM watsonx.governance OneTrust Collibra Informatica Microsoft Purview ServiceNow AuditBoard Archer LogicGate Monitaur ModelOp Robust Intelligence acq. Cisco Protect AI acq. Palo Alto
KoraSafe™
KoraSafe™ spans two categories. Built as a specialized AI governance platform with full lifecycle coverage (registry, risk, policy, compliance), KoraSafe™ also operates in the agent governance space with six Guardian Agents that enforce policies at runtime. No other vendor in this landscape covers both categories natively.
KoraSafe™ vs Credo AI
Credo AI leads the enterprise segment with Forrester Wave recognition and 30+ channel partners. KoraSafe™ enforces governance at runtime with Guardian Agents. Credo focuses on compliance workflows and evidence generation.
Runtime enforcement vs compliance-layer governance
MCP-native API vs platform integrations
Public pricing vs enterprise-only contracts
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KoraSafe™ vs Pacific AI
Pacific AI ships a free Policy Suite covering 250+ laws and a Governor registry. KoraSafe™ covers US state AI laws and adds runtime enforcement through Guardian Agents, which Pacific AI does not offer.
Runtime agents vs policy-and-registry tooling
MCP-native vs consulting-led deployment
Broad AI coverage vs healthcare vertical focus
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KoraSafe™ vs Holistic AI
Holistic AI runs deeper algorithmic bias audits and offers shadow AI discovery. KoraSafe™ provides broader lifecycle governance with real-time enforcement across the full AI stack.
Full lifecycle governance vs audit-focused
Agent-native architecture vs ML model governance
Self-serve access vs enterprise-only
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KoraSafe™ vs Fiddler AI
Fiddler AI built its "Control Plane" around observability, explainability, and guardrails. KoraSafe™ adds policy-driven governance, regulatory mapping, and autonomous enforcement on top of monitoring.
Governance + enforcement vs observability + guardrails
Regulatory mapping vs model explainability
Agent-native vs model-centric architecture
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KoraSafe™ vs Vijil
Vijil focuses on agent security and resilience with Trust Scores, attack detection, and automated hardening. KoraSafe™ covers the full governance lifecycle from policy to enforcement, not just the security layer.
Full governance vs agent security
Regulatory compliance vs attack resilience
Policy engine vs trust scoring
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KoraSafe™ vs Fairly AI
Fairly AI specializes in bias detection, model auditing, and compliance monitoring. KoraSafe™ covers the same ground and extends into runtime enforcement with Guardian Agents and MCP-native integration.
Runtime enforcement vs audit-and-monitor
MCP-native vs standard API integration
Agent governance vs model governance
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At-a-Glance comparison

Capabilities across the AI governance platforms buyers evaluate most frequently.

Product KoraSafe™ Credo AI Pacific AI Holistic AI Fiddler AI Vijil
Registry and Discovery
AI system registry✓✓✓✓✓Partial
Shadow AI discoveryVS Code, identity, spend✓No✓NoNo
Black-box agent registration✓NoNoNoNoNo
Agent-specific registry✓✓NoNoPartial✓
Risk and Assessment
Adaptive risk scoringFAIR-adapted✓✓✓✓Trust Score
Bias detection✓✓Via GuardianAdvanced✓No
Red team testing✓Partial✓PartialNo✓
Governance index0-100 maturityNoNoPartialNoNo
Peer benchmarkingk-anonymous cohortNoNoNoNoNo
Regulatory and Policy
Policy engineVersioned + dry-run✓250+ laws✓BasicNo
Regulatory mapping12 frameworksEU AI Act, NIST30+ countries✓PartialNo
Sector packs7 sectorsNoPartialNoNoNo
Cross-jurisdiction conflicts✓NoNoNoNoNo
RACI workflow✓✓✓✓NoNo
Runtime Enforcement
Detection guardians6 inlineNoNoNoNoNo
Agentic guardians (A2A)4 inter-agentNoNoNoNoNo
Edge-agent parityAll 6 inlineNoNoNoPartialNo
Real-time enforcement✓NoNoNoGuardrailsDome
Tamper-evident audit chainJWS-signedNoNoNoNoNo
Evidence and Audit
Auditor portalMagic-link grantsNoNoNoNoNo
Evidence packagesSigned bundlesPartialPartialPartialPartialAudit logs
Provenance and SBOMCycloneDXNoNoNoNoNo
Deployment and Integration
Managed cloudEU + US✓✓✓✓✓
Hybrid edge agentContainer + HelmNoNoNoNoNo
Air-gap deploymentSigned bundlesNoNoNoNoNo
SDK languagesTS, Python, Go, JVM, .NETLimitedLimitedNoLimitedLimited
MCP-native API✓NoNoNoNoNo
Connector federation8 live providersPartialPartialPartial✓Partial

Where KoraSafe™ stands apart

Runtime Enforcement
Guardian Agents enforce policies at inference time. Every other platform on this page stops at assessment. KoraSafe™ blocks violations before they reach production.
MCP-Native Architecture
KoraSafe™ is the only governance platform built on the Model Context Protocol. Agents communicate through MCP, making governance a first-class participant in your AI stack.
US State Law Coverage
Regulatory mapping at the state level, not just federal frameworks. Colorado SB205, Illinois BIPA, NYC LL144, and 128 more. Pacific AI covers 30+ countries. Only KoraSafe™ goes deep on US state-level detail.
13 Specialized Agents
Each agent handles a discrete governance function: registry, risk scoring, bias detection, policy enforcement, compliance reporting, and more. Not a monolithic platform with modules bolted on.
Transparent Pricing
Free tier with no credit card. Public pricing for every plan. Credo AI, Holistic AI, Pacific AI, and Vijil all require a sales call. KoraSafe™ and Fiddler are the only platforms with published prices.
Deploy in Hours
API-first with 44 endpoints. Connect your AI stack, define policies, and start enforcing. No six-month implementation. No consulting engagement required.