Where AI creates measurable value in your operations — and where it doesn’t. I assess data readiness, integration architecture, and governance, then deliver a prioritized roadmap tied to operating impact. Grounded in production AI engineering, not vendor slideware.
The Problem
Every vendor is selling you AI. Almost none will say the uncomfortable truth: your AI roadmap is only as good as the data underneath it — and in most mid-market operations, the data is not ready.
Fragmented systems, inconsistent master data, undocumented processes, tribal knowledge
AI initiatives stall — or worse, automate the wrong things confidently
The gap between boardroom AI enthusiasm and P&L AI value keeps widening
The Engagement
Two connected service lines, delivered by a practitioner who builds production AI systems — retrieval pipelines, multi-agent workflows, ML classification — with the same DevOps discipline applied to enterprise platforms.
AI Value Creation Assessment (packaged entry point): A structured assessment of where AI creates measurable value in your specific operation — use cases grounded in task-level operating data, governance as a first-class design input, and a prioritized roadmap tied to operating impact
AI-Ready Systems & Data Integration: The unglamorous work that makes AI possible: data quality, master data governance, integration architecture, and migration discipline drawn from 100+ enterprise systems engagements
Proof
PE-backed healthcare multimedia company: Designed a hospital analytics platform analyzing patient populations against national benchmarks, then built the internal IT and AI team that carried it forward
Mid-market distribution company: Designed and prototyped ML text-matching for automated A/R reconciliation, projected to eliminate over 90% of a manual process spanning 18+ databases and 60+ spreadsheets
In-practice engineering: Production retrieval pipelines, multi-agent orchestration, and ML classification operated with full environment, testing, and data-governance discipline
AI Strategy, Systems & Data Integration
Where AI creates measurable value in your operations — and where it does not.
