AI Advisory & Governance

Enterprise AI, governed and in production.

Most AI pilots never ship. We bring the strategy, architecture, and governance that move AI from experiment to trusted, auditable operation.

The problem

AI needs operating discipline.

Without governance, AI becomes expensive experimentation. I&I helps make it usable, accountable, and production-ready.

70%of AI pilots never reach production
18 monthsaverage time to first AI value
cost overruns without governance
3–12week typical engagements
Four pillars

Strategy, architecture, governance, enablement.

Strategic AI Advisory & Fractional AI Leadership

Board briefings, strategy, prioritization, ROI modeling, and vendor evaluation.

AI Design & Architecture

Data readiness, lakehouse and platform design, reference architectures, and build-vs-buy guidance.

Security & Governance

Model risk, bias and fairness testing, compliance readiness, audit documentation, and incident playbooks.

Operating Model & Enablement

Center of Excellence design, MLOps governance, FinOps, and executive AI literacy.

How we engage

Vision to value in weeks, not months.

6 Hours Discovery
3 Days Technology Assessment
12 Weeks MVP
6 Months AI application dev and production

Governed agents that reason, plan, and act with full auditability.

Control-tower reasoning verifies facts, plans execution, and self-corrects. Organizational awareness keeps policies, roles, and escalation paths visible.