Transform your operations with AI
The AI that changes the core of your business, not just the top of the funnel. I pick the bets that move real numbers, ship them to production, and stand up the evals, observability, and governance so it keeps working after I leave. Explainable and compliance-aware when the domain demands it, across any industry where there is a sponsor and a number worth chasing.
- You want AI inside your product or operations, not just a pilot that stalls
- You have an exec sponsor, a budget, and a number to move
- You have an in-house team to own the system after handoff
- You want staff augmentation or a body-shop, not an owned outcome
- There is no sponsor or budget yet. Start with the free discovery call
How this ships
We find the one place AI moves a real number, revenue up or cost down, and scope it tight. One use case, one metric, signed off before any code.
Built into your stack, behind your auth, with evals and observability wired into CI. A working system in weeks, not a demo that dies. Explainable and compliance-aware where the domain needs it (FADP, GDPR).
Runbooks, governance, and paired coaching so the capability stands on its own. You keep the system and the know-how after I leave.
The work that backs this
The cases below are the ones I would point a sceptical buyer at first. The full bench lives on /work.
Referral system that pays for itself
Architected and shipped the in-app employee referral engine as Tech Lead of the Incubation team. Now the platform’s top revenue channel.
In-house LLM pipeline, $337K cheaper
Replaced an annual vendor translation contract with an in-house LLM pipeline. Shipped in 6 weeks. 12,000+ key-value pairs translated since Jan 2024.
Explainable AI market intelligence, in production
A trading copilot that pairs every signal with the reasoning behind it. Agents pull indicators and news in parallel, decide what is actually changing, and surface a recommendation with the evidence attached.
Named clients and references available on call.
How I price it
Three commitment ladders. Most engagements start with the recommended option; either of the others is a smaller starting bet or the natural next step.
One high-impact AI use case, shipped to production in three weeks. Works for GTM or any part of your business, with the ROI proof attached.
I build the actual thing, ship it to production, and leave your team able to own it.
Senior ownership of AI execution while your team levels up.
The market is moving here
A small investment firm dropped Salesforce for a CRM it built with AI, and cut about $100K a year.
A four-person VC firm handed most of its work to AI agents, and now runs like a shop of 100.
CNBC: private equity, not startups, may be the force that finally guts the SaaS market.
Want to talk about transform your operations with ai?
Book a 30-minute call. I'll tell you straight whether this is the right shape for your problem.