AI Automation & AI Product Builder
ZerotoShipped
I turn ideas and business problems into working systems: products, automations, and AI tools, built end to end and shipped.
Core Focus
Most AI products are a chatbot wrapped around a workflow. I build the workflow first, then decide where AI actually earns its place.
Selected Work
A curated set of systems I've taken from problem to shipped.
PlumResume
An AI CV and cover-letter product, built end to end, from problem validation to a deployed application.
Independently built & deployed
The problem
Most resume tools generate generic, keyword-stuffed text that reads the same for every applicant. Job seekers spend hours manually rewriting their CV and cover letter for every role, with no real guidance on what actually gets them past a first screen.
What it does
PlumResume takes a job description and a candidate's background, then generates a tailored CV and cover letter. Built end to end: UX, data model, and the AI layer, from problem validation through a deployed, working application.
Built with
- Next.js
- TypeScript
- Tailwind CSS
- Supabase
- Postgres
- Anthropic API
- Vercel
What I Build
Five areas, one process
AI Products
From problem definition to a working product: UX, product logic, and AI integrated from day one, not bolted on after.
- Product Design
- Next.js
- AI Integration
- Deployment
Business Automation
Turning repetitive operational processes into reliable, monitored systems that run without babysitting.
- Workflow Design
- APIs
- Databases
- Reliability
GTM / RevOps Systems
Lead, CRM, prospecting, and outreach workflows built for sales operations, not demos.
- CRM Integration
- Lead Routing
- Approval Flows
- State Management
Applied AI
Document intelligence, extraction, and classification, with human review where model confidence drops.
- RAG
- Extraction
- Confidence Thresholds
- Human-in-the-loop
Technical AI Systems
Agents, tool use, evaluation, and the guardrails that keep them predictable under real conditions.
- Tool Use
- Evaluation
- Observability
- Testing
How I Work
Start with the actual problem, not the AI feature. Understand the workflow before touching the stack.
About
- Focus
- AI Product Building, AI Automation
- Background
- Business Development, Marketing, Operations, GTM and Sales
- Currently
- Deepening technical depth: Python, APIs, AI systems
I didn't start in software.
My background is in business development, marketing, international business, and operations, understanding how a business actually works before I ever touched a line of code.
That's the part most technical portfolios skip: knowing why something should be built, not just how.
More recently I've moved deeper into AI product building, automation, and technical implementation: learning Python, working with APIs, databases, and AI/LLM systems, and shipping products like PlumResume end to end, from validation through deployment.
Contact
Have a problemworth building?
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