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AI Email Triage and Drafting Automation
Built a production email workflow that classifies incoming messages, routes them by topic and urgency, and prepares reply drafts for review. The system uses serverless functions and LLM models with logging, safeguards and manual approval before sending. I designed the workflow, prompts, routing rules, failure handling and operational monitoring.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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This is the kind of AI workflow that gets me excited as an independent developer.
Faster ideation, faster prototyping, and more room to focus on turning ideas into real products. 🚀
What does sketch to shippable actually look like in real time? 🎥
Honestly, I went in doubting it, and came out convinced, for early concepting at least. 🤔 I recorded the whole process, doodle to final.
Calling all desginers to run it on your own idea and drop the result below....
"Businesses lose time and money to invoice errors that go unnoticed until it's too late. I built an automated pipeline that extracts invoice data, cross-checks it against vendor history, and flags anomalies with clear AI-generated reasoning — all visualized in a real-time dashboard. Stack: LangChain, Groq, n8n, FastAPI, Next.js."
Care Assist — 0-to-1 Operations & Workflow Architecture
As Operations Lead, I spearheaded the 0-to-1 operational architecture and service intake workflows for Care Assist, a healthcare and educational innovation platform awarded NT$100,000 in non-dilutive grant funding from the Ministry of Education (MOE U-start).
Key Deliverables:
• Mapped end-to-end service workflows and intake procedures, eliminating friction across multi-step user onboarding.
• Conducted 20+ qualitative discovery sessions and usability walkthroughs with prospective partners to shape core service specifications.
• Built structured tracking systems in Google Sheets and Excel to manage stakeholder touchpoints, milestone deliverables, and operations with zero record loss.
• Secured 3 competitive startup awards and established clear cross-functional SOPs for ongoing service execution.
