How I Run Faster Iteration Cycles
My proven four-stage process for validating custom AI solutions through rapid testing cycles. AI-assisted development for faster learning, always.
My Four-Stage Implementation Process
From strategic foundation to validated learning - my systematic approach uses AI-assisted tools for faster iteration cycles that deliver real insights
Each project follows my proven validation methodology, combining collaborative analysis, AI-assisted development, rapid testing, and measurable learning. No cookie-cutter solutions - I iterate custom AI solutions for your unique market constraints.
Stage 1: Strategic Formulation
I start iteration cycles while others schedule discovery meetings
Constraint Analysis & Implementation Foundation
1-2 weeks | Discovery & Planning
I start by understanding your real business constraints, current workflows, and testable AI opportunities. Through focused analysis sessions, I identify what assumptions need validating vs. what sounds impressive on paper, then formulate an iteration foundation that tests your market reality quickly.
What I Analyze
- • Real workflow constraints and bottlenecks
- • Existing tech stack and integration reality
- • Team capacity and learning preferences
- • Measurable success metrics, not vanity KPIs
My Methods
- • Direct stakeholder conversations (no corporate workshops)
- • Hands-on workflow observation and mapping
- • Technical stack assessment and constraint identification
- • Implementation risk analysis with mitigation plans
Stage Outcome
Iteration Roadmap: A clear blueprint including testable hypotheses, rapid development cycles, resource requirements, and measurable learning metrics based on your actual constraints.
Typical Deliverables
- 📋Business Requirements Document
- 🎯AI Solution Architecture Plan
- 📊ROI Projection & Success Metrics
- 🗓️Implementation Timeline
Stage 2: Solution Synthesis
I build working solutions while others write specifications
Hands-On Development & Custom Implementation
2-4 weeks | Design & Development
I design and build custom AI solutions tailored specifically to your constraints and workflows. I synthesize practical AI technologies with your business reality, using my preferred stack (JavaScript/TypeScript, Python when needed) plus proven AI tools to create solutions that work immediately.
My Development Approach
- • Ship working prototypes in days, iterate based on usage
- • Custom AI solutions built for your specific workflow
- • Integration with your existing systems, not replacement
- • Right-sized architecture that matches your actual scale
Technology Stack
- • Next.js, TypeScript, Tailwind CSS
- • Supabase, Vercel AI SDK, PGVector
- • Claude API, LangChain, CrewAI
- • n8n, Zapier for workflow automation
Stage Outcome
Working AI Solution: A fully functional, custom AI system or MVP that solves your specific problem, ready for real-world testing and immediate use.
Development Deliverables
- 🏗️Custom AI Solution/MVP
- 📚Technical Documentation
- 🔧Integration Specifications
- ✅Quality Assurance Testing
Stage 3: Intelligent Integration & Refinement
I integrate with your reality, not force you into my framework
Intelligent Integration & Optimization
1-3 weeks | Implementation & Refinement
I integrate your custom AI solution into your existing workflows and systems, then test and refine based on real usage patterns. My focus is making AI work with how you actually operate, not forcing you to change working processes to accommodate the technology.
Integration Process
- • Seamless system and workflow integration
- • Comprehensive testing and validation
- • Performance optimization and tuning
- • User training and change management
Optimization Focus
- • Accuracy and reliability improvements
- • Response time and efficiency optimization
- • Error handling and edge case management
- • Scalability and future-proofing
Stage Outcome
Optimized AI System: A peak-performing, fully integrated AI solution that operates seamlessly within your business environment and delivers maximum impact with minimal friction.
Integration Deliverables
- 🔗System Integration Setup
- 🎯Performance Optimization
- 👥User Training Materials
- 📖Operations Manual
Stage 4: Impact & Insight Distillation
I measure real results, not theoretical improvements
Clear Metrics & Business Intelligence
Ongoing | Measurement & Analysis
I measure and analyze the tangible impact of your implemented AI solution, providing clear metrics and actionable insights. You get transparent reporting on actual ROI, real performance improvements, and practical recommendations for continued optimization and growth.
Impact Measurement
- • ROI calculation and financial impact analysis
- • Performance metrics and KPI tracking
- • Efficiency gains and time savings
- • User adoption and satisfaction metrics
Business Intelligence
- • Actionable insights and recommendations
- • Optimization opportunities identification
- • Strategic planning support
- • Future AI roadmap development
Stage Outcome
Proven Business Value: Comprehensive documentation of measurable business impact, clear ROI demonstration, and strategic insights for continued AI optimization and growth.
Impact Deliverables
- 📊ROI & Impact Report
- 📈Performance Analytics Dashboard
- 💡Strategic Insights Report
- 🗺️Future AI Roadmap
Why My Process Works for SMEs
Built for the real constraints and advantages of small and medium enterprises
Rapid Implementation
SMEs can implement AI solutions in weeks, not months. My four-stage process prioritizes speed without compromising effectiveness, helping you gain competitive advantage quickly.
Cost-Effective Solutions
My approach delivers enterprise-quality AI solutions at SME-friendly budgets. Each stage maximizes value while minimizing unnecessary complexity and costs.
Personalized Attention
Unlike large consulting firms, you work directly with me throughout the entire process. No junior teams, no handoffs - just direct access to hands-on AI implementation experience.
Scalable Foundation
Every solution is built with growth in mind. My four-stage process ensures your AI implementation can scale with your business and adapt to changing needs over time.
Ready to Ship Something Real?
My proven four-stage process has helped SMEs across therapy, sustainability, and e-commerce implement AI solutions that deliver measurable results. Let's start with Strategic Formulation to understand your constraints and opportunities.
Let's Build Your SolutionSee What I've Shipped