Ovidius Blog

Notes on the Enterprise Context Layer

How we design, ship and govern AI that actually knows your business — from the team building it.

AllArchitectureGovernanceSecurity & ComplianceEvaluationGuidesProduct News
Product NewsJul 1, 20266 min read

Ovidius AI: Secure On-Premises & VPC Enterprise Context Layer Platform

Announcing the Ovidius Context Layer Platform — deploy a governed context layer inside your own perimeter, on-premises or in your VPC.

OOwen · CEO
Read the announcement
ArchitectureJun 24, 2026

Beyond Simple RAG: Why Complex Enterprise Workflows Need a Dedicated Context Layer

Retrieval gets you documents. Workflows need decisions. Where simple RAG breaks down — and what replaces it.

MMaciej · CTO
GuidesJun 17, 2026

The Blueprint: How to Build an Enterprise Context Layer for Corporate Data

A step-by-step build plan: sources, contracts, permissions, retrieval and the interfaces your AI tools consume.

MMaciej · CTO
GovernanceJun 10, 2026

Who Governance Belongs To: Managing Ownership of Your AI Context Layer

The context layer touches every department. Someone has to own it. How to assign ownership without creating a bottleneck.

JJason · COO
Security & ComplianceJun 3, 2026

Architecting an Enterprise Context Layer for Protected Healthcare Environments

PHI never leaves the perimeter. Designing a context layer that satisfies HIPAA reviewers and still serves the model.

MMaciej · CTO
EvaluationMay 27, 2026

5 Performance Metrics for Validating Your Enterprise Context Layer

Retrieval precision, freshness, permission accuracy, answer grounding, and time-to-context. How to measure each one.

OOwen · CEO
GuidesMay 20, 2026

Teaching AI How Your Business Works: Mapping Rules into the Context Layer

Your pricing exceptions, approval chains and tribal knowledge, encoded as rules the model can actually follow.

BBen · CMO

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