KoraSafe vs Fiddler AI

Understand the differences between two distinct approaches to agent governance and safety. Fiddler focuses on observability and guardrails. KoraSafe adds policy enforcement and regulatory mapping.

Our approach to comparisons. We respect every platform in this space. The AI governance market needs more solutions, not fewer. Comparisons focus on architectural differences and feature scope, based on publicly available information as of April 2026. We update regularly and welcome corrections at info@korasafe.ai.

At a glance

Fiddler AI

Enterprise AI control plane with deep observability into model behavior, real-time guardrails, and explainability. Funded by $30M Series C. Built for monitoring and detecting agent issues.

KoraSafe

Governance platform for autonomous agents with policy enforcement, regulatory mapping, and runtime compliance. Claude AI native. Includes Guardian Agents and RACI workflows for enforcement.

Feature comparison

Capability	Fiddler AI	KoraSafe
Observability	Strong - Real-time monitoring, explainability dashboards, model analytics	Partial - Compliance and policy tracking, runtime visibility
Guardrails	Strong - LLM guardrails, hallucination detection, jailbreak prevention, prompt injection protection	Partial - Policy-based enforcement at runtime
Policy Engine	None	Full - Custom policies, RACI workflows, governance automation
Regulatory Mapping	None	Full - 131+ US state laws, compliance frameworks, audit trails
Runtime Enforcement	Blocking - Can block outputs after generation	Full - Guardian Agents control execution flow
Explainability	Strong - Model decision explanation, Trust Models, feature attribution	Partial - Policy decision logs
MCP Integration	Not MCP-native	Full - MCP-native architecture, 44 endpoints, 13 agents
Latency Profile	Low-latency - Optimized for real-time scoring	Standard - Policy evaluation adds minimal overhead
Government/FedRAMP	Path - Carahsoft partnership, enterprise focus	Available - Audit-ready compliance
Pricing	Custom enterprise pricing, Lite tier on AWS Marketplace	Public pricing - Free to enterprise tiers

Where each excels

Fiddler AI strengths

Model-layer observability and real-time monitoring across agents
Explainability and model decision transparency via Trust Models
Low-latency guardrails for hallucination and safety detection
Blocking guardrails against prompt injection and jailbreaking
Deep analytics on model behavior and outputs
Government and FedRAMP pathway through Carahsoft partnership
Proven at enterprise scale with $30M Series C funding

KoraSafe strengths

Complete policy engine for governance automation
Regulatory mapping across 131+ US state laws
Guardian Agents for active runtime enforcement and control
MCP-native architecture with 44 endpoints and 13 agents
RACI workflows for compliance and responsibility tracking
Claude AI native integration and optimization
Public, transparent pricing model starting at Free tier

When to choose

Choose Fiddler AI when

You need deep visibility into model behavior and want to detect and block safety issues at the model layer.

Monitoring agent outputs for hallucinations and quality issues
Detecting prompt injection attacks and jailbreak attempts
Requiring explainability and model decision transparency
Operating under government or FedRAMP requirements
Need low-latency real-time guardrails
Enterprise scale deployment with comprehensive monitoring

Choose KoraSafe when

You need to enforce policies, ensure regulatory compliance, and actively govern agent behavior through runtime agents.

Automating compliance checks against state and federal laws
Implementing policy-driven agent governance
Requiring active enforcement through Guardian Agents
Building with Claude AI and MCP architecture
Need RACI workflows for responsibility tracking
Operating across multiple US jurisdictions

Not an either/Or choice

Organizations can deploy both systems. Fiddler provides observability and model-layer guardrails. KoraSafe provides governance and regulatory enforcement. Together they create a comprehensive agent safety stack: see what happens with Fiddler, govern what happens with KoraSafe.