Capabilities

Production AI needs governance infrastructure.

MGV builds the operational system around model usage so enterprise buyers can control how AI work is routed, reviewed, and integrated. Three pillars. Each procurement-ready.

Pillars: 03
Engagement model: B2B / Corp-to-Corp
Default posture: Fail-closed
Evidence standard: Independently reviewable

01 Routing

Governed AI Dispatch & Routing

Convert ad hoc AI usage into controlled work lanes with explicit model selection, role constraints, escalation paths, and durable handoff records. Replace ambient prompting with auditable dispatch.

Agent & tool routing rules with explicit scope
Human-in-the-loop checkpoints at risk boundaries
Evidence-backed lane state & continuity
Reversible escalation & rollback paths

Buyer artifact

A documented lane-and-gate model your CISO can review, your VMO can scope, and your engineers can implement against existing identity, logging, and change-control systems.

Maps to

NIST AI RMF · GOVERN, MAP
SOC 2 · CC6, CC7

02 Validation

Defense-in-Depth Validation

Wrap model output in independent peer review, rendered browser evidence, policy checks, and release gates before the work becomes operational truth. The model is never the only witness.

Adversarial peer review across separate lanes
Rendered-screen UAT evidence — page as users see it
Claim & compliance copy hardening
Fail-closed release gates with documented criteria

Buyer artifact

A validation packet your audit committee can defend: artifacts, signatures, screenshots, and a stated criterion for each gate that work crossed.

Maps to

NIST AI RMF · MEASURE, MANAGE
ISO 42001 §6.2

03 Integration

Enterprise Legacy Integration

Connect AI workflows into contact-center, firewall, ticketing, CRM, audit, and procurement realities — not novelty demos that treat the model as the product. AI ends where the operating systems begin, and the boundary is documented.

Existing-system mapping & surface inventory
Operational runbooks & on-call handoffs
Reversible deployment paths
Audit-aligned telemetry & retention

Buyer artifact

An integration plan grounded in your actual ticketing, identity, and firewall topology — with a reversible deployment posture that survives an unhappy weekend.

Maps to

ITIL 4 · Change & Release
NIST 800-53 · CM, AU

Buyer fit

Designed for the people who carry the risk.

MGV engages with the procurement, security, and practice leads who have to answer for the AI footprint — not the demo team that built it.

VMO Director

Vendor-ready language

Capability statements, risk boundaries, and engagement structure packaged for category review and security questionnaires.

CISO & Security Lead

Posture & controls

Data-minimization defaults, explicit release controls, and a fail-closed posture aligned to existing identity and logging boundaries.

AI Practice Lead

Reusable orchestration

Routing and validation patterns that move past one-off demo workflows and survive the second team that inherits them.

Take a single pillar to procurement, not a slide deck.

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