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Comparison

Prefactor vs. Pillar Security — Detailed Comparison

Detailed comparison of Prefactor and Pillar Security for AI agent observability and governance. Feature matrix, use cases, pricing, and decision guide.

Last updated 25 May 2026

Both Prefactor and Pillar Security give you visibility into your LLM agents. They take different approaches and serve different stages of maturity. This page is for the buyer with both vendors open in tabs trying to decide.

Quick decision

Pick Prefactor if you need:

  • Runtime policy enforcement (block, route, approve)
  • Audit-grade logs for SOC 2 / ISO 42001 / EU AI Act
  • A unified governance layer across multiple agent frameworks
  • An agent-shaped data model with owners, environments, lifecycle
  • Enterprise procurement readiness

Pick Pillar Security if you need:

  • Focused AI security offering
  • Solid detection primitives
  • Active in the AI security space

Feature-by-feature

Observability

PrefactorPillar Security
Trace captureSupportedSupported
Multi-framework unifiedSupportedPer-integration
Per-agent cost attributionNativeManual tagging

Policy & enforcement

PrefactorPillar Security
Block tool calls in real timeSupportedNot in core product
Approval routingSupportedNot in core product
Policy-as-codeSupportedNot in core product

Audit & compliance

PrefactorPillar Security
Tamper-evident logsSupportedApplication-level
Pre-mapped complianceSOC 2, EU AI Act, ISO 42001, HIPAA, NIST AI RMFBring-your-own
Auditor-ready exportsSupportedDIY

Enterprise

PrefactorPillar Security
SSO / SAMLSupportedSupported
SCIMBusiness+Roadmap or Enterprise
Self-hostedBusiness+Enterprise
SOC 2 Type IISupportedSupported

Pricing

Pillar Security: Enterprise custom

Prefactor: Free 10k traces/month, Team from $499/mo, Business/Enterprise custom

Pricing as of May 2026. Verify against current pricing pages.

FAQ

Can I run both at the same time? Yes. They don't conflict.

Is Prefactor more expensive? Depends on scale. Per-agent pricing scales better than per-event pricing at enterprise.

Will Pillar Security add the missing capabilities? Verify their public roadmap.

Get started

[Try Prefactor free →] [Book a comparison demo →]

Ready to control your agents?

Maintain visibility and control across agents, frameworks, and AI providers. Prefactor helps teams monitor activity, enforce boundaries, and manage operational risk.