Expired Solutions - AI Grocery Platform
A camera scores produce freshness so stores mark it down before it spoils.
Senior AI Product Manager · Founder, Expired Solutions
Lawrence Hua
I build AI products that make everyday work easier.
At GRUBBRR, I reduced kiosk onboarding time 60% across 100+ merchants and shipped 55 verified fixes in 72 hours.
Teams I have shipped with
A collaborator's perspective
“Lawrence joined GRUBBRR last September and very quickly earned the team's trust. In his first month he built our Square POS SMB onboarding application on the kiosk e…”
About
From engineer
to AI PM
I grew up in my family's restaurant business, and I learned there that you earn the right to lead by being useful. Technology kept pulling at me, so I finished a computer science degree at Florida and a Master's at Carnegie Mellon. Then I moved into product management, where I have led teams through many delivery cycles. I still ask the same question every time: are we building the right thing?
Some of the work along the way. I spent mornings in grocery stores, watching where software breaks for the people who use it. I built an LLM tool for store teams that gave them 18 hours back each week. I built agent swarms that cleared a two-thousand-ticket backlog in a single week. I started Expired Solutions, and I am still working on grocery waste. Today I'm a Senior AI Product Manager, building AI products for a global audience, and still mostly just trying to make the work feel easier for the people who use it.
The AI wasn't the hard part.The hard part was production.
Off the clock
Drum captain of my marching band. Keeping a hundred people locked to one tempo, on the move, taught me more about leading a team than any title since.
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Skills Log
Latest additions from the public Skills Log
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Generalized from real AI agent workflows. Practical and free to reuse.
Experience
Work, school, and side bets in order.
Education
What I built it with
Applied AI product work with evaluation gates and human review before release.
Shipped Smart Upsells + cut kiosk onboarding 60%.
CV + GPT freshness scoring; modeled 20% shrink reduction.
RAG + Power BI reporting; saved the team 18 hrs/week.
Work (10+ years)1 / 5
Hands-on builder on Asurion's internal AI innovation team, taking ideas from research to working prototype to demo on a two-week cadence.
Run a 10-week AI internship program from idea to release, curriculum, weekly demos, code review, and release gates, shipping production AI features for Expired Solutions.
I built a kiosk onboarding flow on Square POS. It cut merchant setup time 60% across 100 merchants.
Led distributed team of 5 engineers building AI fashion app; delivered 6 TestFlight releases with 40+ commits across React Native, FastAPI, and ML services.
Selected Work
Projects that ship.
Built for real operators — grocery floors, kiosks, classrooms, job boards. Most are still running. A few were experiments worth keeping.
BBW Demo Presentation
Enterprise LLM-powered decision-support tool that reduced decision-making time by 18 hours/week using OpenAI APIs, Flask, and JavaScript. Built for Kearney consulting engagement.
Current role. Hands-on builder on an internal AI innovation team, taking ideas from research to working prototype to demo on a two-week cadence, with evaluation gates and human review before anything ships.
Current role. Running a 10-week AI internship whose cohort ships production-grade AI features for Expired Solutions, built a project-based curriculum and partner with the CEO on an AI-native work experience using Claude.
A challenge to ship 30 products in 30 days. Includes tools like One-Click Cleanup, iPhone Photo Deleter, and more.
Tech Lead for AI fashion recommendation platform. Delivered 6 TestFlight releases, reduced AWS costs 85%, and optimized image processing 2.6x faster.
AI Product Manager who shipped a 0-1 Square-integrated kiosk onboarding flow that cut merchant setup time 60% across 100+ merchants, launched Smart Upsells that drove a 15% upsell lift, and built OpenClaw automations, multi-agent agent swarms that cleared a 2,000+ ticket Jira backlog in one week, 55 verified fixes shipped in the first 72 hours at a 99.3% test pass rate and were scaled to automate QA, dev, marketing, and lead-gen company-wide.
Growth Engineer helping job seekers pivot into tech. Driving demand for Work Accelerator by converting 3-5 job seekers through LinkedIn storytelling and building growth-focused tools.
Featured guest on a podcast discussing AI product management strategies, founder mentality, and building AI-native products.
Finalist (Top 4, Social Enterprise) at the 2025 McGinnis Venture Competition pitching Expired Solutions AI platform for grocery automation.
Built AI-driven scheduling, grading, and substitution flows saving 15+ hours/week with 100+ TI-BASIC math programs improving test scores by 40%.
Nonprofit social media platform with roadmap planning and UI design, refining 100+ Figma frames improving UI consistency by 40%.
Comprehensive analysis of Netflix's A/B testing methodologies and optimization strategies for data-driven decision making.
AI Model Evaluation projects as External Expert for Amazon's Mechanical Turk Experts Program with Expert qualification rating. Evaluating AI-generated code, performing prompt assessments, and providing feedback for human-AI alignment.
Developed a KNN model analyzing 10M+ reviews with A/B testing implementation and Grafana visualization.
Researched and defined go-to-market strategy for a new digital asset targeting the gaming industry with compliance and technical alignment.
NFC-based feature prototype that won 1st place at Motorola Product Hackathon for innovative communication features on mission-critical devices.
Reproducible ML pipeline tutorial using Valohai for clean experiment tracking and version control in machine learning workflows.
Distributed systems project combining Android app, database, and RESTful web services for scalable architecture development.
Presented to a class of 30 students receiving an A+ grade while demonstrating strong communication and presentation skills.
Interactive machine learning simulation featuring models from CMU 10601 including Decision Trees, Neural Networks, and KNN algorithms.
Personal portfolio website built with Next.js and TailwindCSS featuring interactive timeline, chatbot, and responsive design.
Tools
Tools I built and run
23 live AI tools I built and run. Each one runs in your browser. New accounts receive 50 free credits, and each tool uses its listed per-run credit cost.
References
People I've shipped with.
Contact
Got a production problem? Let's talk.
Send me a note at lawrencehua2@gmail.com or choose a time below.
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