FEIZENFEIZEN

Strategic clarity and rapid execution for every stage of your AI journey

Whether you are identifying where AI fits, architecting a technical roadmap, or validating a high-stakes concept with a functional prototype, I provide the independent perspective and technical discipline needed to build with confidence.

01 / 03

AI Opportunity Discovery

If AI feels important but you are not sure where it fits, this is the starting point. I review your day-to-day operations and identify repetitive, high-friction work that is worth automating first.

The Goal

Move from "What can AI do?" to "What should we build first?"

Typical Deliverables

  • Operational Audit — mapping your current manual processes end-to-end.
  • AI Opportunity Map — prioritized list of use cases ranked by ROI and feasibility.
  • Model & Vendor Shortlist — identifying the right tools for your specific constraints.

02 / 03

Technical Architecture & Strategy

If your team is ready to build but key decisions keep stalling, this stage is for you. I turn uncertainty around data flow, model selection, and integration boundaries into a concrete technical plan.

The Goal

A clear, vendor-neutral design that your developers — or a future agency — can actually execute.

Typical Deliverables

  • Technical Design Document — schema, data flow, and API architecture.
  • Security & Governance Framework — privacy, cost control, and error handling.
  • Human-in-the-Loop Workflow Design — defining where AI stops and people start.

03 / 03

Rapid Functional Prototyping

If you need proof before committing major budget, this stage makes the idea tangible. I build a working prototype with real data so you can test value, cost, and risks early.

The Goal

A working tool that proves the ROI and identifies edge cases early.

Typical Deliverables

  • Functional Web or API Prototype — built for testing, not for 10k users.
  • PoC Performance Report — accuracy metrics, latency, and cost-per-run.
  • Implementation Roadmap — step-by-step guide to full-scale production.

Architect toolkit

AI is moving too fast for fixed menus. I bring a versatile architectural toolkit to solve your specific operational friction—regardless of the underlying model or the complexity of the stack.

Agentic Workflows

Moving from chatbots to autonomous AI "workers."

MCP Servers

Connecting LLMs to private, siloed data sources.

Advanced RAG

Responses grounded in internal sources to reduce hallucinations.

Automated Doc Intel

Turning messy PDFs into structured, actionable data.

Model Routing

Using SLMs to slash API costs.

Custom Co-pilots

Department-specific intelligence for Sales/HR/Ops.

Synthetic Data

Testing systems without risking real user data.

AI-First APIs

Architecting the glue between legacy tech and LLMs.

Semantic Caching

Prompt Governance

Human-in-the-loop Design

Multimodal Extraction

Vector DB Architecture

Token Optimization

State Management

Operational models

Different engagement shapes depending on whether you need full delivery ownership, embedded technical leadership, or targeted advisory.

FULL OWNERSHIP

External Architect

I provide a turn-key AI delivery path from first workflow audit to a validated prototype, with one accountable technical lead across architecture, model strategy, and implementation quality.

Best fit

  • No internal tech team
  • Rapid PoC required
  • Fixed-scope delivery

FRACTIONAL AI LEAD

Embedded Expert

I integrate with your product and engineering team as the architecture layer between leadership intent and shipping execution, providing the technical guardrails needed to move quickly with confidence.

Best fit

  • Existing dev team in place
  • LLM/RAG expertise gap
  • Need faster architecture decisions

DUE DILIGENCE & CLARITY

Strategic Advisor

I deliver short-cycle strategic advisory to validate roadmaps, pressure-test vendor claims, and de-risk major AI investments so decisions are based on operational ROI rather than trend pressure.

Best fit

  • Pre-investment architecture review
  • Vendor/roadmap validation
  • Executive-level second opinion

Need an outside technical lens before you commit budget?

I can help you evaluate where AI is actually useful, what architecture is realistic, and which proof of value is worth building first.

Book a discovery call