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SailPoint vs Fiddler AI
Side-by-side comparison of features, pricing, and ratings

AI Control Plane for enterprise agents — observability, guardrails, and governance.
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Plans
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$0.002 per trace
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Popularity
6.5k views
5.4k views
Skill Level
Advanced
Intermediate
API Available
Platforms
WebAPI
WebAPICLI
Categories
🔒 Security & Privacy
📊 Data & Analytics🔒 Security & Privacy🤖 Automation & Agents
Features
AI-driven access modeling and risk scoring
Automated user access certifications and reviews
Identity lifecycle management (joiner/mover/leaver)
Role-based access control (RBAC) and policy management
Non-employee and third-party identity governance
Data access security and entitlement management
Cloud infrastructure entitlement management (CIEM)
Password management and self-service password reset
Integration with over 200 enterprise applications
Workflow automation for access requests and approvals
Real-time identity threat detection and response
Reporting and compliance dashboards
Governance for AI agents and machine identities (Agentic Fabric)
AI-powered application onboarding
Agentic observability with end-to-end visibility across agent hierarchy
Root cause analysis with full execution context and decision lineage
Fiddler Trust Service for secure in-environment evaluation
Guardrails for safety, faithfulness, and PII protection
AI governance, risk management, and compliance centralized control
Bias mitigation and responsible AI culture building
ML observability for high-performing AI solutions
LLM-as-a-Judge for deeper insights on complex tasks
TCO calculator for evaluations to reduce evaluation trust tax
Continuous monitoring and auditable governance
Integration with Amazon SageMaker, Google Cloud, NVIDIA, Databricks, Datadog
Policy enforcement with industry's fastest guardrails
Support for compound AI and multi-agent systems
Agentic lifecycle tracking from experiment to production
Integrations
ServiceNow
Workday
Active Directory
Azure AD / Entra ID
Salesforce
SAP
Oracle E-Business Suite
Box
Dropbox
Google Workspace
Cisco Duo
GitHub
Okta
Ping Identity
Tableau
Amazon SageMaker AI
Google Cloud Vertex AI
NVIDIA NIM and NeMo Guardrails
Databricks
Datadog
