Build AI features that actually ship —reliably, measurably, and fast.
I help product teams design and deliver production-ready RAG systems, AI agents, and scalable architectures — with hands-on engineering and senior technical leadership.
- RAG + search you can measure (evals, relevance, citations)
- Agents and automation with guardrails (tools, permissions, retries)
- Architecture that scales (performance, reliability, cost)
If any of these sound familiar, I can help
These are the failure modes I see most often when teams try to ship AI and scale a product at the same time.
AI features are stuck in demo mode
The prototype works, but production is brittle: hallucinations, low relevance, missing evals, unclear observability.
Scope creep and unclear deliverables
You need a plan that turns ‘build AI’ into specific milestones, interfaces, and acceptance criteria.
Architecture won’t scale
Performance, reliability, and cost explode when usage grows — especially with LLM-heavy workflows.
Team needs senior technical leadership
You want a calm, hands-on lead who can unblock decisions, review work, and ship with quality.
Services and deliverables
Clear outputs, not vague promises. These are typical deliverables — final scope depends on your context.
RAG + Search that’s measurable
Teams building assistants, knowledge search, or document Q&A — and need reliability.
- Higher relevance and fewer hallucinations
- Faster iteration with evaluation and observability
- Predictable latency and cost at scale
- Retrieval strategy (hybrid, reranking) and evaluation plan
- Grounded answers with citations and safety checks
- Latency + cost budgeting and observability
Agents & workflow automation
Teams automating multi-step work (support ops, internal tools, back office workflows).
- Reliable, controllable automation (not just demos)
- Lower operational risk via guardrails and permissions
- Clear boundaries for tools, data, and actions
- Tooling design: permissions, sandboxes, rate limits
- Reliable multi-step flows with retries + guardrails
- Human-in-the-loop review where it matters
Architecture & implementation
Teams that need a senior engineer to design and ship, not just advise.
- Cleaner system boundaries and fewer rewrites
- Better performance and reliability in production
- A build that your team can own and extend
- System design, data model, and API boundaries
- Hands-on build in Next.js / Laravel / TypeScript
- Performance and reliability hardening
Tech leadership
Founders and teams that want calm, senior leadership to ship quality work consistently.
- Faster decisions and fewer technical dead-ends
- Higher code quality through reviews and mentoring
- Pragmatic roadmap shaping with clear tradeoffs
- PR reviews and mentoring
- Hiring / onboarding support
- Roadmap shaping with pragmatic tradeoffs
A simple, low-friction process
Fast clarity first, then disciplined execution.
Short discovery
We clarify the goal, constraints, and what success looks like (metrics + UX).
Scope + plan
You get a concrete proposal: deliverables, milestones, risks, and a crisp first iteration.
Build + iterate
We ship an MVP fast, then harden it: evals, monitoring, guardrails, and performance.
Handover
Documentation, runbooks, and team enablement so you can operate and extend confidently.
Signals you’re in the right place
A few quick indicators of how I work and what I prioritize.
Choose the fastest channel
Email is best for project details. Social is great for quick questions.
- Your product / company and what you’re trying to achieve
- What’s already built (stack, data sources, current approach)
- Timeline, constraints, and what ‘success’ means
- If relevant: sample docs / screenshots / links
Quick answers
If you have a different question, just email — I’m happy to clarify.
What kinds of projects are a good fit?+
AI features that need to ship reliably (RAG search, assistants, workflow automation), and teams that want a clear scope plus senior technical leadership.
Can you help even if we’re early-stage?+
Yes. I can help define the MVP scope, pick the right stack, and ship an initial version fast—without painting you into a corner.
Do you offer implementation or only consulting?+
Both. Engagements can be advisory (architecture, reviews) or hands-on delivery with clear milestones and deliverables.
How do we start?+
Send a short message with your goal, timeline, and constraints. I’ll reply with next steps and a suggested plan.
Ready to talk?
Send a short message and I’ll reply with a suggested next step.