Mid-Funnel Analysis

Private AI vs Public AI

The difference is control. Private AI delivers deterministic infrastructure, while public AI trades control for convenience.

Control Plane

Private: Owned, governed, deterministic.

Public: External, opaque, policy-dependent.

Data Residency

Private: Enforced at ingestion, storage, and inference.

Public: Subject to vendor jurisdiction and routing.

Auditability

Private: Immutable logs and decision traceability.

Public: Limited insight into model behavior.

Operational Risk

Private: Contained with approval gates and escalation paths.

Public: Exposed to vendor release volatility.

Choose control over dependency.

We design private infrastructure that preserves governance, residency, and operational stability.