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DVARA vs TrueFoundry

From ML platform to AI governance.

TrueFoundry is a strong ML deployment platform with an AI gateway bolted on. DVARA is purpose-built for LLM governance — with Policy-as-Code, MCP tool call coverage, immutable audit trails, and compliance reporting that a platform tool cannot match.

Core Gateway

FeatureDVARATrueFoundry
Multi-provider unified API
SSE streaming support
Structured outputs on Anthropic + Gemini
Capability-aware route filtering
Circuit breaker per provider
Canary routing + A/B testing

Governance & Compliance

TrueFoundry has RBAC and secret management. DVARA has governance for compliance teams, CISOs, and regulated industries.

FeatureDVARATrueFoundry
Policy-as-Code engine (YAML DSL)
Policy dry-run before activation
Policy versioning + rollback
Immutable HMAC-signed audit trail
PII detection and redaction
SOC2 / HIPAA / GDPR evidence packages
EU data residency enforcement

MCP & Agentic Governance

TrueFoundry has no MCP awareness. DVARA governs the entire agent workflow.

FeatureDVARATrueFoundry
MCP tool calls proxied and governed
MCP PII scan on arguments + responses
MCP server credential centralisation
Human approval gate (enforced at execution)
Agent loop detection + auto-kill
Session timeline (LLM + MCP unified)

Credential Management

TrueFoundry delegates secrets to external vaults with hourly sync. DVARA ships a tenant-scoped credential store with sub-second revocation and external vault delegation.

FeatureDVARATrueFoundry
Tenant-scoped (BYOK) provider credentials
External vault integration (AWS / Azure / HashiCorp)
Sub-second credential revocation
In-product rotation UI
AES-256-GCM encrypted-at-rest storage

Deployment & Enterprise

FeatureDVARATrueFoundry
Self-hosted / on-prem deployment
Air-gapped deployment
SSO via OIDC / SAML 2.0
RBAC access control
Multi-region active-active
Kubernetes Helm chart

The Bottom Line

TrueFoundry is a good ML platform for teams that need model deployment, training, and a basic LLM gateway in one place. DVARA is the layer you add when governance, policy enforcement, MCP tool call coverage, and tamper-evident audit trails become non-negotiable. If your auditor or CISO has a formal AI governance requirement, TrueFoundry’s RBAC-and-tags model is not enough.

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