AI-first product developer / 2026
I design and build AI-native products across web, mobile, and desktop—from model selection and agent systems to interface, infrastructure, and launch.
Model → interface → impact
The model is only part of the product. The edge comes from everything around it.
Strategy, UX, orchestration, data, native engineering, infrastructure, and launch—built as one system.
Selected systems
Eight AI-native systems across faith, skincare, finance, voice, content, video, and music—each designed from model behavior all the way to the product surface.
AI Quran companion with recitation, translation & voice search.
Scan skincare products for comedogenic ingredients with AI vision.
Voice-driven expense tracking with receipt OCR & financial chat.
Real-time voice typing & cleanup across Mac and Windows.
AI article pipeline that researches, writes & ranks content.
AI planner that scripts, voices & edits YouTube content end-to-end.
Generate short-form video from a prompt with AI video gen.
AI chord & melody extraction with neural stem separation.
Full-stack intelligence
The model is a moving part, not the whole strategy. I build the complete architecture around it so the product can keep evolving.
The right mix of frontier models, retrieval, speech, vision, and evaluation—chosen for the behavior the product needs.
Interfaces that make complex systems feel obvious, whether they live in a browser, a pocket, or directly on the desktop.
Production systems with the data, APIs, auth, payments, observability, and deployment layer required to stay useful.
Tools, memory, routing, and reliable human handoffs.
Voice, vision, OCR, media generation, and retrieval.
Web, iOS, Android, Mac, and Windows experiences.
Evaluation, telemetry, cost control, and iteration.
The build loop
AI moves quickly. The product discipline around it still matters. Every engagement follows one tight, testable loop.
Clarify the user problem, validate the AI advantage, and choose the right model architecture before a line of product code is committed.
Turn the winning behavior into a complete experience—interface, agents, data, guardrails, and the infrastructure that connects them.
Build production-ready web, mobile, or desktop software with observability, payments, authentication, and a launch plan built in.
Measure how people use it, tighten the model loop, and keep shipping as frontier capabilities change underneath the product.
The engineering log
additional systems across commerce, retail, inventory, loyalty, audio, and app growth.
Savings-group management app.
Admin analytics dashboard for retail.
Two-way inventory sync for Shopify stores.
Warehouse inventory & barcode tracking.
Digital loyalty punch cards for SMBs.
Custom POS extensions for checkout.
Points & rewards program engine.
Audio-quality enhancement tooling.
App-store optimization analytics.
Subscription store for brush heads.
Scripture study utilities suite.
Your next system
Bring the problem, the rough prototype, or the thing everyone else says is too ambitious. Let’s find the signal and ship it.
AI-first product developer
Product strategy, design, AI systems, and engineering—built as one connected practice.
Product conversations are open
AZ Digital Inc.
338 Baverstock Cres
Milton, ON L9T 5K9, Canada
