AI & Data Advisory.
For companies that need more than a developer. Architecture decisions, automation strategy, and the technical judgment to know which AI investments will compound — and which are noise.
Building advisory capabilities in data architecture and AI automation, drawing on hands-on experience at Meet My Mama and research at TUT Japan.
Most companies do not have an AI problem. They have a data architecture problem. The models are commoditized. The infrastructure that feeds them is not.
Capabilities
Foundation
Data Architecture
- Database design & migration strategy (PostgreSQL, Supabase)
- Real-time data pipelines and event-driven architectures
- Schema optimization for analytical and transactional workloads
- Data governance frameworks and access control patterns
Intelligence
AI Automation
- LLM integration strategy — model selection, prompt engineering, fine-tuning
- Intelligent workflow automation (n8n, custom agents)
- RAG pipelines and knowledge base architecture
- AI-native product features — from prototype to production
Execution
CRM & Operations
- Attio CRM architecture and custom object modeling
- Sales and customer data pipeline unification
- Automated lead scoring and enrichment workflows
- Reporting infrastructure and operational dashboards
Stack
Supabase
Data platform
PostgreSQL
Core database
Attio
CRM architecture
n8n
Workflow automation
Python
ML & data engineering
Next.js
Application layer
Engagement
1–2 weeks
Diagnostic
A comprehensive audit of your current data infrastructure, AI capabilities, and automation gaps. Delivered as a technical report with prioritized recommendations.
4–8 weeks
Architecture Sprint
Hands-on design and implementation of a specific system — a data pipeline, an AI feature, or a CRM overhaul. I embed with your engineering team.
Ongoing
Technical Consultation
Technical guidance on retainer. Architecture decisions, vendor evaluation, and the technical clarity that growing companies need to invest wisely in AI and data.
Let's Talk
Every engagement begins with a conversation — no sales deck, no generic proposal. Describe the problem, and I will tell you honestly whether I can help.
Open to conversations about data & AI challenges