AI Transformation
End-to-end AI strategy, implementation, and adoption - from defining your AI roadmap to building agentic workflows and ensuring your team can leverage AI effectively.
Move from AI curiosity to AI capability
I partner with organizations to bridge the gap between AI ambition and real-world results. Whether you’re a small business owner looking to automate workflows or a tech company ready to integrate GenAI into your product, I provide the strategic clarity and hands-on engineering to make it happen.
Why me? Unlike consultants who deliver strategy decks and disappear, I stay engaged throughout the journey. Drawing on 13+ years at Google - where I shipped user-facing AI features for Drive and YouTube Music - and over a decade in agile startups, I combine enterprise-grade strategy with startup speed.
You’ll get pragmatic guidance grounded in what works, hands-on coding matched to your team’s capabilities, and a relentless focus on ROI.
What we’ll accomplish together
We will move your organization from exploration to deployed solutions that deliver measurable value:
- Strategy to Roadmap We’ll workshop your ideas to identify high-impact use cases, cut through the hype, and co-develop a prioritized implementation plan aligned with your business goals.
- Pragmatic Implementation I build and deploy solutions - whether that’s a RAG-based chatbot, an agentic workflow to automate back-office tasks, or a full product feature. I can work independently or alongside your existing engineering team.
- Team & Process Transformation AI isn’t just a tool; it requires a shift in engineering culture. I equip your team with the training, documentation, and iterative mindset needed to maintain and evolve your AI capabilities independently.
- Validating Value We don’t just ship; we measure. I help you set up the right observability and metrics to ensure your AI solution is actually solving the user problem.
What I bring
- Flexible Engagement I adapt to your structure. I can act as a fractional AI lead for your engineering team or a solo builder for non-technical businesses.
- Product-First Engineering I’ve worked extensively with Product and UX to define requirements. I ensure we build the right thing, not just the cool thing.
- Full-Stack Depth From defining the strategy to writing the production code (whether in Python or your team’s preferred stack) and deploying the APIs.
- Engineering Leadership Having scaled teams at Google and startups, I understand the human side of AI adoption - helping your team navigate the changes in how they build and work.
How we’ll work together
- Discovery: We start by exploring your business goals, data availability, and current capabilities to find the best path forward.
- Collaborative Strategy: We work together to identify the highest-ROI opportunity and design a solution that fits your constraints.
- Build & Integrate: I work hands-on to build the solution (PoC or Production), ensuring code quality and documentation.
- Enablement: I hand over the keys - training your team or setting up maintenance workflows so you aren’t dependent on me forever.
- Iteration: We review the data, gather feedback, and refine the model or workflow for better performance.
Let’s talk
Ready to stop exploring and start building? Let’s connect. Share where you are in your AI journey, and I’ll propose a focused engagement to get you to the next level.