AI Inference Systems
Serving architecture, routing, latency and cost optimization, observability, and deployment tradeoffs.
Advisory · Prototyping · Production
Consulting
I help teams design, prototype, optimize, and ship AI systems in the cloud: inference stacks, agent workflows, and applied AI prototypes that can move from demo to production.
What I Offer
Full-stack coverage from AI infrastructure and inference optimization to building AI systems, agent workflows, prototypes, and moving them into production cloud environments.
AI Prototypes
Focused prototypes that turn an applied AI idea into a working product path, not a slide-deck demo.
Agent Systems
Agent architecture, tool use, memory and context design, evals, safety boundaries, and operational control.
Cloud Production Path
Moving AI prototypes into production cloud environments with the right reliability, monitoring, and governance shape.
How I Work
Three ways to engage, sized to the decision in front of you.
Advisory
Recurring review of architecture, roadmap, and the tradeoffs your team is weighing. A senior second opinion on the decisions that are expensive to reverse.
Prototype Sprint
A short, bounded engagement that turns an applied-AI idea into a working product path you can build on, evaluate, and demo to stakeholders.
Production Readiness Review
An assessment of an existing system for reliability, cost, latency, and observability before it scales, with a prioritized list of what to fix first.
A Good Fit
The work goes well when it is scoped and technical. A quick read on whether it is the right time to talk.
A Good Fit
- You have a working AI prototype and need a credible path to production.
- Inference cost or latency is becoming the constraint on the product.
- An agent system needs evals, guardrails, and operational control.
- A technical decision is expensive to reverse and you want a second opinion.
Probably Not a Fit
- You need staff augmentation or a long-term hands-on-keyboard hire.
- The work is a generic web build with an AI feature bolted on.
- There is no one technical on your side to carry the work forward.
- You are looking for a vendor to rubber-stamp a decision already made.
Trainings and Learning Workshops
Workshops and team training that bring an engineering or product team up to speed on production AI — agents, inference, EvalOps, and the path from prototype to production.
Team Workshops
A focused, hands-on session built around the AI systems your team is actually shipping — agents, inference, evals, and the production path.
Hands-on Training
A short training programme that takes an engineering or product team from applied-AI fundamentals to the patterns that hold up in production.
Executive Briefings
A decision-oriented briefing for leadership on where applied AI creates leverage, where it creates risk, and what to fund first.
Start a Conversation
Send the current system or idea, the outcome you need, the main constraints, and the timeline. I will reply if there is a focused way to help.