Bridging the gap between AI Strategy and Product Reality.
I help founders and enterprises navigate the AI landscape—delivering Rapid MVPs, accelerating Product-Market Fit, and leading technical transformation.
- ⭐️ Delivered enterprise software used by Fortune 500s
- 🚀 Shipped MVPs in days by cutting scope to < 5%
- 🤖 Built Production-GradeAI tools using OpenAI/Anthropic APIs
Strategic Impact & Case Studies
Selected high-leverage interventions delivered for Seed to Series B partners.
Autonomous Support Agent
Reduced L1 support ticket volume by 40% using an intent-classification engine.
Contract Risk Engine
Zero-to-One build of an NLP-powered clause analysis tool for due diligence.
Product Velocity Engine
Automated PRD generation pipeline to standardize specs across 12 product squads.
Real-Time Inventory Vision
Edge-computed computer vision system for automated shelf-stocking alerts.
Churn Prediction Model
Deployed Random Forest model identifying at-risk accounts 30 days before churn.
Natural Language BI
Interface allowing non-technical execs to query SQL databases using plain English.
Strategic Capabilities
AI Strategy & Implementation
Moving beyond the hype. I identify high-leverage AI opportunities, assess technical feasibility, and architect the roadmap from pilot to production.
Rapid MVP & Venture Building
Speed is currency. I lead the definition, prototyping, and launch of new products to validate Product-Market Fit in weeks, not months.
Fractional Product Leadership
Aligning engineering, design, and business goals. I step in as interim Head of Product to clear bottlenecks, streamline workflows, and scale teams.
AI-Powered Automation
Operational efficiency at scale. I implement intelligent agents and workflow automations to reduce manual overhead and modernize legacy systems.
Growth Engineering
Implementing analytics, A/B testing infrastructure, and conversion optimization loops to drive user acquisition and retention.
Technical Due Diligence
Auditing codebases, architecture, and teams for investors or founders to assess scalability, security, and technical debt.
Technical Arsenal
What clients say
"Edmund shipped our MVP in 3 weeks when our previous team took 3 months. His velocity is unmatched—and the code quality is pristine. We went from concept to paying customers faster than we thought possible."
"We had a complex LLM hallucination issue that was killing our credibility. Edmund diagnosed the root cause in 2 days and implemented a RAG pipeline with citation tracking that solved it completely. Deeply technical and pragmatic."
"The document automation Edmund built saves our team 20+ hours every week. The ROI was positive within the first month. He thinks like a founder—always focused on business impact, not just tech for tech's sake."
Common Questions
Do you work as a fractional CTO or on a project basis? +
I do both. For Seed to Series A startups, I often act as a Fractional Head of Product/Engineering to align strategy and execution. For larger enterprises, I typically engage on a project basis to build specific R&D prototypes or AI internal tools.
How fast can you deliver an MVP? +
Speed is my primary currency. By leveraging modern AI coding workflows and focusing ruthlessly on the top 5% of features that drive value, I typically ship functional, testable MVPs in 2-4 weeks, not months.
Who owns the IP and code? +
You do. 100%. I build with a "hand-off first" mentality, ensuring clean, documented, and standard code (Python/JS) that your future in-house team can easily inherit and scale.
How do you handle data privacy with AI tools? +
Security is paramount. I architect solutions that keep your data isolated. Whether using private instances of LLMs or ensuring zero-retention policies with API providers, I ensure your proprietary data never trains public models.
What is your preferred tech stack? +
I am pragmatic, not dogmatic. However, for speed and scalability, I lean towards Python (FastAPI/Django) for backend/AI logic and Vanilla JS or lightweight frameworks for frontend. This ensures long-term maintainability without "framework fatigue."
Let's work together
Whether you're looking to build a new product, implement AI solutions, or scale your engineering team—I'd love to hear from you.