Get generative AI to produce the output you actually need.
Most teams are stuck on surface-level ChatGPT use. I help you go deeper -- picking the right model for each job, engineering prompts that hold up under pressure, and building reusable prompt libraries and AI workflows your whole team can run with.
From basic prompts to production-grade AI
Engagements are tailored to where you are -- individuals leveling up, teams adopting AI, or organizations that need a full generative AI playbook.
Prompt engineering fundamentals
Role, task, context, constraints, and examples -- the building blocks of prompts that produce consistent, usable output, not generic filler.
Model selection & routing
Which model for which job -- Claude, GPT, Gemini, open-source. Cost, latency, and quality trade-offs mapped to your actual use cases.
Reusable prompt libraries
Build a versioned library of prompts and templates your team can share, reuse, and improve -- so good prompts stop living in one person's head.
Evaluation & quality
A simple framework to test prompts against real inputs, spot regressions, and catch hallucinations before they reach customers.
Prompts are software. Treat them that way.
Most "prompt engineering" advice online is a collection of tricks that work once and break the next day. That's not what I build.
I work with you to identify the handful of AI-assisted tasks that will actually move the needle in your work -- writing, research, analysis, customer communication -- and then we build prompts and workflows around those, test them, and wire them into how you already operate.
The goal: fewer tabs, less copy-paste, more reliable output, and a team that trusts the tools instead of fighting them.
- Start with the job, not the tool. We identify the real workflows that benefit from AI before picking any software.
- Write prompts like specs. Clear inputs, expected outputs, constraints, and examples -- so the AI has the full picture every time.
- Test like engineers. Golden inputs, side-by-side comparisons, and a lightweight review loop -- not vibes.
- Build for handoff. You and your team own the playbook at the end. No black-box dependency on a consultant.
Where this fits
Prompt engineering is the foundation. These are the areas where strong prompts pay off the most.
Ready to get real output from AI?
Book a free 30-minute call. Bring a real task. We'll look at where AI can take real work off your plate -- starting this week.