One engagement, three phases. You always know exactly what ships next, and why — no six-month strategy studies.
We align leadership and teams, surface the highest-value use cases, and write a realistic delivery plan. Clarity from day one — no science projects.
A working slice on real data — secure architecture, measurable outcomes. Proof you can show the business before committing to scale.
We operationalise and run it: monitoring, documentation, and enablement so the system keeps working long after launch — or we keep running it for you.
We blend data strategy, secure engineering, and delivery so the work actually sticks — and keeps running.
We don't hand you a demo and walk away. Every build ships with what it needs to keep earning its place.
Monitoring, alerting, and graceful fallback from day one. Built to run — not just to demo.
Isolation, redaction, and access controls — confidential by default, so what we build keeps your data exactly where it belongs.
Runbooks, documentation, and training so your team owns the system after we leave — or we run it as a managed service.
PE firm drowning in manual research → AI-powered sourcing platform → analyst time flipped from 90% admin to 90% strategic work.
Safety data scattered across 6 systems → unified Snowflake ML platform with job-level risk scoring and natural-language queries.
Manual forecasting taking 2 days per cycle → ML forecasting system → 95% time reduction with better accuracy.
Real results from teams we've partnered with
"Having worked with Chris on numerous projects over the past year and a half, I am continuously impressed by his effectiveness. His ability to take our (complex!) requirements and translate them into quality products is second to none. Would highly recommend!"
Multiple projects over 1.5 years
"The result was nothing short of exceptional. He not only delivered a highly scalable and efficient solution, but did so with impressive speed, clarity, and a deep understanding of both the technical and business outcomes we needed."
Snowflake safety project
"He led the team on almost all technical points from idea to the delivery stages, such as model design, error handling, graphical user interface. In addition to his hands-on work, he maintained to be an excellent mentor for less senior level people of the team."
Financial crime project
"Your session this morning was really excellent - thank you so much and you hit it totally spot on."
AI Intro Workshop
Founder · Pappabee
I help companies move from "we should use AI" to "AI is running in production," fast. Pappabee blends data strategy, secure engineering, software development, and managed services so your team ships, and keeps shipping.
I bring 15+ years across Deloitte consulting, private equity, and start-ups, including an interim CTO role at a robotics company, plus deep, hands-on expertise in ML, Snowflake, Azure, and AI agents.
I bridge the business and technical worlds and speak both fluently. I don't just advise; I design, code, and deploy. Think of a fractional ML/AI lead who actually ships.
Typically a 30-minute call, then a written delivery plan within a week.