Most SMBs are asking: “How do we actually use AI to move the needle?”
Not the hype. Not the demos. Real impact on your business. I help you get there.
What I do#
- AI Strategy — Figure out where AI fits in your business (hint: it’s probably not everywhere)
- LLM Implementation — Build AI-powered tools that integrate with your existing infrastructure
- Team Enablement — Help your team use AI effectively without creating tech debt
- Prototype to Production — Move from “cool demo” to “actually solves a problem”
Why me#
I’ve spent the last few years combining data science, software engineering, and LLM systems at scale. I understand both the technical realities and the business constraints that matter to SMBs.
I’m not here to sell you on AI. I’m here to help you use it strategically.
How I work#
Start with clarity — before any implementation
- What specific problem are we solving?
- How will we measure success?
- What’s the ROI?
Iterate fast — validate before scaling
- Build prototypes with real data
- Ship the minimum that works
- Improve from user feedback
Leave you better off — knowledge transfer
- You understand what we built and why
- Your team owns the solution long-term
Let’s talk#
If you’re looking to adopt AI strategically without wasting time on empty promises, let’s have a conversation.
Email: robin [at] robinicole.github.io
LinkedIn: linkedin.com/in/robin-nicole-phd