AI Consultant & LLM Engineer
Bridging Business
and AI.
I take real business problems and turn them into working AI systems - the kind that actually get used.
AI Strategy & Roadmap
I turn business problems into AI solutions. Phased roadmaps, value scoring, and pilot-to-scale planning.
- Use-case mapping and opportunity prioritization by value and feasibility
- Phased AI roadmaps with clear success metrics and ROI targets
- Journey mapping and operational playbooks for AI adoption
- Translating stakeholder needs into concrete AI capabilities
AI Agents & Workflows
I build LLM agents, RAG systems, and automation pipelines. Production-grade implementations that ship.
- LLM agents, RAG pipelines, LangChain orchestration
- Python, vector search, prompt architecture, embeddings
- Full-stack prototypes (Next.js/React, FastAPI)
- Production deployment, monitoring, and evaluation
Client-Facing Delivery
I lead cross-functional projects from discovery to production. Stakeholder management, change enablement.
- Stakeholder discovery, requirements translation, scoping
- Cross-functional delivery from prototype to production
- Change management, team training, adoption playbooks
- Experience: consumer platforms (Byborg), HR tech, retail/hospitality
What I Bring to the Table
How I help organizations implement AI effectively.
Tool Selection & AI Strategy
Market scan and shortlist of AI platforms (LLMs, RAG, workflow tools) mapped to your use cases, risks, and data constraints. Clear 'do now / do next / avoid' guidance with expected ROI ranges.
Workflow Analysis & Opportunity Mapping
Embedded with your teams to map current workflows, quantify bottlenecks, and prioritize AI opportunities by value, feasibility, and change impact.
Pilot Design & Implementation Management
Design and oversee proof-of-concepts: from requirements and model selection to integration with your stack. You get working agents and dashboards with agreed success metrics.
Team Enablement & Change Management
Training, playbooks, and office hours so your people actually adopt the new workflows. Templates for prompts, checklists, and 'how we work with AI here' guidelines.
How I Think in Systems
From messy reality to shipped AI: a repeatable process I use on every project.
Map the System
Zoom out: who's involved, what flows where, which constraints matter. Stakeholder interviews, workflow mapping.
Find Leverage Points
Smallest interventions with biggest impact: bottlenecks, handoffs, decisions where AI changes outcomes.
Design Workflows
Target workflow: who does what, where AI fits, how humans stay in control. One integrated system.
Prototype & Simulate
Lightweight prototypes against real scenarios, edge cases, failure modes. LLM agents, RAG, automation.
Ship & Iterate
Focus on adoption: metrics, feedback loops, playbooks. Adjust the system as conditions change.
Map the System
Zoom out: who's involved, what flows where, which constraints matter.
Find Leverage Points
Smallest interventions with biggest impact: bottlenecks and decisions.
Design Workflows
Target workflow: who does what, where AI fits, how humans stay in control.
Prototype & Simulate
Lightweight prototypes against real scenarios using LLM agents, RAG.
Ship & Iterate
Adoption focus: metrics, feedback loops, playbooks that stick.
Featured Work
Selected work at the intersection of AI strategy, agents, and product delivery.
LLM Solutions at Byborg
Shipped production AI systems for millions of users. Prompt engineering, agent design, stakeholder communication.
Starfall Protocol / Kickstarter
Co-founded a game studio. Raised $100K+ on Kickstarter. Led a remote team from concept to shipped vertical slice.
F&B Masterplan for 500+ Gas Stations
Led a strategic consulting engagement for a 10-year F&B roadmap. Stakeholder workshops. Executive presentations.
Selected Works
Experiments and production assets.
About Me
I'm a creative technologist with a passion for systems thinking. My career has spanned hospitality, strategic consulting, game development, and now AI engineering. I focus on bridging the gap between technical capability and human workflow.
Contact me today.
Let's chat about your next project.