Cut through the AI hype and build real capability inside your company. I help leadership teams, engineering teams, and product teams move from AI curiosity to AI execution — with a clear strategy, the right tools, and the habits to sustain it.
What I Deliver
AI Strategy & Roadmap
- Opportunity Mapping: Identify where AI creates the most leverage in your specific business and workflows
- Build vs. Buy Decisions: Evaluate when to use off-the-shelf models, fine-tune, or build custom solutions
- Prioritized Roadmap: Sequence AI initiatives by impact, feasibility, and risk
- Executive Alignment: Translate AI possibilities into business outcomes your leadership team can act on
LLM Integration & Product Development
- LLM-Powered Features: Design and ship AI features using OpenAI, Anthropic, and open-source models
- Prompt Engineering: Build robust, maintainable prompt pipelines that perform reliably in production
- RAG Systems: Implement retrieval-augmented generation for knowledge-intensive applications
- Evaluation & Quality: Define metrics and testing strategies to measure AI output quality over time
AI Tooling & Workflow Automation
- Internal Tooling: Build AI-powered tools that reduce repetitive work across ops, support, and engineering
- Agentic Workflows: Design multi-step AI agents that act autonomously on defined tasks
- Integration Architecture: Connect AI capabilities to your existing data, APIs, and infrastructure
- Cost & Latency Optimization: Right-size model usage to keep costs sustainable as you scale
AI Team Enablement
- Hands-On Workshops: Practical sessions that get your team building with AI, not just talking about it
- Developer Upskilling: Bring your engineers up to speed on AI-native development patterns
- AI Literacy for Leaders: Equip non-technical stakeholders to make informed AI decisions
- Culture of Experimentation: Build the processes and psychological safety needed to iterate quickly
How It Works
1. Discovery
We start with a focused audit of your current workflows, team capabilities, and strategic priorities. The goal is to find the highest-leverage AI opportunities — not just the most exciting ones.
2. Pilot
I help you design and ship a scoped AI pilot that delivers measurable value quickly. This proves the concept internally, builds team confidence, and surfaces real production challenges early.
3. Scale
Once a pilot succeeds, we systematize it. I work with your team to turn one-off experiments into repeatable, maintainable AI capabilities embedded in your product or operations.
4. Sustain
AI is not a one-time project. I help you build the internal habits, tooling, and ownership structures needed to keep improving without external dependency.
Who This Is For
Leadership Teams
You know AI matters but aren’t sure where to start or what’s hype. I’ll give you a clear picture of the realistic opportunities for your business and a roadmap you can actually execute.
Engineering Teams
Your developers want to build with AI but lack a coherent framework. I’ll upskill your team on modern AI development patterns and help them ship production-grade AI features with confidence.
Product Teams
You’re under pressure to ship AI features but don’t know which bets to make. I’ll help you prioritize, design, and validate AI capabilities that users actually want.
Outcomes
- Faster time-to-AI: Go from idea to working AI feature in weeks, not months
- Reduced waste: Avoid costly experiments by focusing on validated, high-impact use cases
- Internal capability: Build a team that can own AI development independently
- Competitive edge: Ship differentiated AI features before your competitors catch up
- Sustainable adoption: Embed AI into workflows in ways that stick
Industries
- B2B SaaS: AI-powered features that improve activation, retention, and expansion
- Financial Services: Automation and intelligence for compliance, reporting, and customer service
- Data & Analytics: AI layers on top of existing data platforms and pipelines
- Technology Startups: Move fast with AI-native product development from day one