A look at where I've applied operations engineering and automation — across product operations, manufacturing, and retail.
Worked on internal AI-powered workflow automation and reporting systems supporting product operations teams.
Built automation and analytics tools supporting manufacturing operations, supplier management, and new product introduction.
Designed and optimized business operations, inventory systems, reporting processes, and customer acquisition initiatives.
Real tools shipped into real operations. Each one started as a process eating hours of someone's week — and ended as something that does the same work in seconds.
A desktop app that watches a shared inbox, pulls and links the right capacity files, and assembles a full weekly supply plan in under a minute — then flags anomalies like unexpected drops and data errors automatically.
A pipeline that extracts clean, structured data from weekly operational reports into an internal AI assistant, so any manager can ask questions in plain English and get instant answers — no spreadsheet skills required.
An AI reviewer for incoming engineering requests: submitters upload a proposal and get instant, structured feedback on what's missing or too vague — so requests arrive review-ready and the back-and-forth correction emails disappear.
A web app that centralizes overseas supplier inventory, lets planners filter by product configuration, auto-generates supplier emails, and tracks shipments — replacing an entirely manual, email-driven workflow.
An AI-driven n8n workflow that reconciles part specs between SolidWorks PDM and Arena BOM, catching mismatches automatically and saving 8+ hours of manual data rework every week.
Bucket
Live product
A full AI product I built end to end: text one number to save anything. Bucket classifies each message, summarizes and categorizes it, pulls out links and media, handles reminders, and makes everything searchable in a web dashboard — replying instantly with a magic link to the saved item.
bucketai.net ↗A React Native fitness app paired with custom Bluetooth hardware (an accelerometer and a smart scale) that automatically detects exercises, counts reps in real time from ~100 Hz sensor data, measures the weight lifted, and tracks workouts with personal records and leaderboards.
One conversation about how your business actually runs, then a written plan: what's worth automating, what it would save, and what isn't worth doing yet. The review is free, and if nothing is worth building, I'll tell you.