I help product teams design and deliver production-ready RAG systems, AI agents, and scalable architectures — with hands-on engineering and senior technical leadership.
These are the failure modes I see most often when teams try to ship AI and scale a product at the same time.
The prototype works, but production is brittle: hallucinations, low relevance, missing evals, unclear observability.
You need a plan that turns ‘build AI’ into specific milestones, interfaces, and acceptance criteria.
Performance, reliability, and cost explode when usage grows — especially with LLM-heavy workflows.
You want a calm, hands-on lead who can unblock decisions, review work, and ship with quality.
Clear outputs, not vague promises. These are typical deliverables — final scope depends on your context.
Teams building assistants, knowledge search, or document Q&A — and need reliability.
Teams automating multi-step work (support ops, internal tools, back office workflows).
Teams that need a senior engineer to design and ship, not just advise.
Founders and teams that want calm, senior leadership to ship quality work consistently.
Fast clarity first, then disciplined execution.
We clarify the goal, constraints, and what success looks like (metrics + UX).
You get a concrete proposal: deliverables, milestones, risks, and a crisp first iteration.
We ship an MVP fast, then harden it: evals, monitoring, guardrails, and performance.
Documentation, runbooks, and team enablement so you can operate and extend confidently.
A few quick indicators of how I work and what I prioritize.
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Answer a few quick questions and I'll give you a tailored assessment with timeline and budget estimates.
Select the project type that best describes your needs.
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AI features that need to ship reliably (RAG search, assistants, workflow automation), and teams that want a clear scope plus senior technical leadership.
Yes. I can help define the MVP scope, pick the right stack, and ship an initial version fast—without painting you into a corner.
Both. Engagements can be advisory (architecture, reviews) or hands-on delivery with clear milestones and deliverables.
Send a short message with your goal, timeline, and constraints. I’ll reply with next steps and a suggested plan.
Send a short message and I’ll reply with a suggested next step.