Penn State CSCR: Unpacked: Insights (formerly Penn State Supply Chain Podcast)
From Garage to Global: Chieh Huang on Building Boxed and Launching Pelgo
Why It Matters
Understanding the interplay between software, automation, and human labor is critical as AI reshapes supply chains across industries. Huang’s insights offer practical guidance for leaders navigating margin pressures, workforce transitions, and emerging technologies, making the episode especially relevant for anyone planning for the next wave of logistics innovation.
Key Takeaways
- •Boxed grew from garage to public, achieving 30% margins.
- •Physical fulfillment reveals tech hubris; edge cases demand resilience.
- •Pelgo uses AI to retrain workers displaced by automation.
- •Advanced robotics now mimic human dexterity, lowering automation costs.
- •AI-driven dynamic pricing vital for supply chains soon.
Pulse Analysis
In the early 2010s, Chae Huang launched Boxed from his parents’ garage, turning a modest online wholesale club into a publicly traded company with roughly 30% gross margin. The business relied on a network of strategically placed fulfillment centers that could reach 97% of the U.S. population within two to three days, leveraging early automation such as AGVs and custom robotics. By bundling low‑cost, high‑volume items and optimizing package density, Boxed demonstrated how smart supply‑chain engineering can sustain profitability even in a price‑sensitive market.
Today, Huang’s new venture Pelgo (also known as Helga) tackles the human side of the automation wave. Recognizing that cutting‑edge warehouse robotics—now capable of human‑hand dexterity and modular upgrades—will displace many frontline roles, Pelgo pairs AI‑driven workforce transition programs with reskilling pathways. The company argues that the era of gradual industrial‑revolution timelines is over; workers need rapid upskilling to remain relevant as autonomous systems take over repetitive picking, packing, and routing tasks. This approach balances the ROI of robotics against the flexibility and problem‑solving capacity that humans still provide in unpredictable edge cases.
For supply‑chain leaders, Huang stresses two strategic imperatives. First, adopt AI‑powered dynamic pricing tools—like his former Espresso platform—to shape demand curves and protect margins in volatile markets, a capability he deems essential within the next 24 months. Second, embed gamification and robust employee benefit programs, such as tuition assistance, to boost engagement and reduce turnover in physically demanding facilities. By marrying advanced technology with a people‑first culture, companies can achieve operational excellence while safeguarding the talent pipeline that fuels long‑term growth.
Episode Description
In this episode, Donna and Tom sit down with Chieh Huang, founder of Boxed and CEO of Pelgo, to explore his journey from shipping toilet paper out of his parents' garage to leading a publicly traded e-commerce company and now building an AI-powered workforce platform. Chieh shares the operational engineering behind making unit economics work on low-margin, high-volume items, his early adoption of autonomous guided vehicles in fulfillment centers, and the evolution from pure automation to human-machine collaboration.
Listeners will gain actionable insights on balancing cutting-edge technology with operational reality, preparing teams for rapid change, and leading with humor, humility, and perseverance in today's dynamic supply chain landscape.
Takeaways:
The operational engineering behind making unit economics work on low-margin, high-volume e-commerce items
Early adoption and evolution of autonomous guided vehicles (AGVs) and the balance between automation and human flexibility
Pelgo's mission to retrain workers for AI-forward roles and the potential for gamifying frontline supply chain work
Cultural leadership lessons from Boxed, including employee education benefits and building anti-micromanagement teams
Stay connected with CSCR on LinkedIn (Center for Supply Chain Research) and Instagram (@pennstatesupplychain), and be sure to follow us on Spotify, Apple Podcasts, or wherever you are tuning into Unpacked: Insights hosted by the Penn State Smeal Center for Supply Chain Research™. Thank you for joining us!
Visit our website: https://www.smeal.psu.edu/cscr
Guest Bio:
Chieh Huang is a Co-founder and the CEO of Pelgo. Prior to Pelgo, Chieh was the President of the World Economic Forum's Global Collaboration Village. Throughout his career, Chieh has founded and led both public and private companies. He was the CEO of Astro Ape, an early pioneer in mobile social gaming later acquired by Zynga. During his time at Zynga, Huang led Zynga Mobile's New York studio, which produced one of the company's first homegrown, chart-topping mobile games. He was also a co-founder and the CEO of Boxed, an NYSE listed online retailer, and Spresso, an AI-powered pricing optimization company acquired by Blackrock. Before his days as an entrepreneur, Huang was a corporate attorney at a leading law firm after attending The Johns Hopkins University and Fordham Law School.
Huang currently serves on the Board of Six Flags, the world's largest regional theme park operator and has also served on several non-profit boards, including New York Cares and The Museum of Chinese in America. Chieh also serves on the Advisory Board for Mclaren Racing, with entries in Formula 1, Indycar and WEC.
Huang's personal honors include being named to Bloomberg's "50 people to watch", Crain's "40 Under 40", Goldman Sachs' list of "100 Most Intriguing Entrepreneurs" and Entrepreneur Magazine's "The 50 Most Daring Entrepreneurs." People Magazine profiled Chieh for their "American Dream" series, tracking his growth from humble beginnings to leading industry-changing initiatives like the Pink Tax and college tuition reimbursement. You can also catch more of him at TED.com delivering a talk about his lifelong battle against micromanagers.
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