Most consultants advise and leave you to find someone to build it. Most builders build what they are told, without asking whether it earns. I sit in the rare overlap.
I trained as an actuary, which means I spent years inside one of the most demanding qualification paths in the professional world: exam after exam built on probability, statistics, risk and finance. It rewires how you think. You stop seeing single answers and start seeing distributions, downside, and the few decisions that actually move the outcome. It is the discipline large companies pay whole risk and pricing teams to hold.
Then I spent eight years building production software. C# and ASP.NET, advanced SQL Server, advanced R, cloud on AWS and Azure, and AI woven through the core. Not slideware. Real systems that run, with users and revenue behind them. I took three products from a blank file to deployed on my own: Zyro, an attribution and CRO engine with a production AI layer; Scoutr, an orchestrated-AI marketing platform: a seven-stage agent pipeline that runs every night, reconstructs the buyer from real public language, tests campaigns against that buyer before any spend, ships them across six connected platforms with brand-safety guardrails, and compounds on the results; and BetBetter, a sports analytics platform modelled from scratch.
The mind that prices the risk and the hands that ship the fix are the same person.
That combination is the whole point. I can walk into a business, find where the money and time are leaking, model what a fix is actually worth, and then build it and wire it into the systems you already run. No handoff between a strategist who cannot code and a developer who was not in the room. No junior team learning on your budget. One accountable person carrying it the whole way through.
I have done it for emergency veterinary groups, luxury retail, hospitality, fragrance and specialist ecommerce. The work ranges from pricing strategy and payroll reconciliation to SEO, marketing automation and full AI builds. What stays constant is the approach: go into the mess, surface the truth, and point everything at the number that matters.