Operational Excellence (OPEX) Insight – Tuesday - May 26, 2026: 1.45 Seconds Per Pick, Zero Edits, 8 Hours Straight.
Góc Nhìn Vận Hành Xuất Sắc – Thứ Ba, Ngày 26/05/2026: 1,45 Giây Mỗi Lượt Gắp, Không Cắt Dựng, 8 Tiếng Liên Tục.
Welcome To Operational Excellence (OPEX) Insight Article For The Paid Subscriber-Only Edition.
This is the bilingual post in English and Vietnamese. Vietnamese is below.
Đây là bài viết song ngữ Anh-Việt. Tiếng Việt ở bên dưới.
English
PART 1 – OFFICIAL INFORMATION
On May 22, 2026, a robotics company in San Antonio, Texas did something that virtually no automation vendor has ever attempted: it pointed a camera at its warehouse robots and invited the entire world to watch them work, uninterrupted, for a full eight-hour shift. No edits. No curated highlights. No scripted narration designed to mask the moments when things go wrong. Plus One Robotics broadcast a continuous livestream of its InductOne AI-powered parcel induction system on YouTube and LinkedIn, and over the course of those eight hours, the system completed 19,784 picks at a sustained throughput of 2,488 picks per hour, averaging 1.45 seconds per parcel. More than 950 viewers watched the performance in real time, and the footage remains publicly accessible for anyone who wants to verify the numbers.
The event landed in an industry context that made its transparency deliberately provocative. Just days earlier, Figure AI, the humanoid robotics startup valued at over $39 billion, had streamed its own robots sorting packages in a warehouse, generating widespread media coverage but also significant skepticism about whether the system was operating fully autonomously or receiving hidden human assistance. Plus One Robotics’ livestream was, in effect, an answer to that skepticism: here is a real system, in a real workflow, doing real work, for a real shift, with no place to hide.
Plus One Robotics was founded in 2016 by Erik Nieves, Shaun Edwards, and Paul Hvass. Nieves spent 25 years at Yaskawa Motoman Robotics, rising from trainer to Technology Director for North America, where he was responsible for the company’s technology roadmap and emerging applications. Edwards and Hvass came from Southwest Research Institute (SwRI), and Edwards co-founded ROS-Industrial, the open-source robotics framework that has become a standard in industrial automation research. The company is headquartered at Port San Antonio and has raised approximately $95 million across four funding rounds, including an $8.3 million Series A in November 2018 led by Pritzker Group Venture Capital with participation from Zebra Technologies, a $33 million Series B in April 2021 led by McRock Capital and Translink Capital with BMW i Ventures participating, and a $50 million Series C in March 2023 led by Scale Venture Partners. The investor roster reflects a bet on logistics automation as a category-defining opportunity.
The system demonstrated in the livestream was InductOne, a dual-arm automated parcel induction solution launched in May 2024. InductOne integrates three proprietary technologies: PickOne, Plus One’s AI-powered 3D vision software that uses computer vision and machine learning to identify, classify, and determine optimal grasp points for parcels of varying sizes, shapes, weights, and packaging conditions; Yonder, the company’s remote supervision platform; and integrated pick-and-place conveyors with safety systems and analytics. The system’s published specifications cite sustained pick rates of 2,200 to 2,300 parcels per hour with peak rates reaching 3,300 per hour. The livestream’s sustained rate of 2,488 per hour over eight continuous hours fell comfortably within the upper range of sustained performance and demonstrated the critical metric that separates laboratory demonstrations from operational reality: consistency over time.
The distinction between sustained and peak performance is where the comparison to manual labor becomes most revealing. In parcel induction operations, a trained human operator typically handles 1,200 to 1,800 parcels per hour at a well-designed station. That rate is achievable for the first few hours of a shift, but human physiology imposes a cost that no amount of training or motivation can eliminate: fatigue. By the sixth, seventh, and eighth hour of repetitive lifting, scanning, and placing, manual throughput degrades measurably. Injury rates climb. Error rates increase. The economics of a three-shift, seven-day parcel sortation operation depend on maintaining throughput across the entirety of every shift, and it is precisely in the late hours of late shifts that manual performance deteriorates most significantly. The InductOne system’s 2,488 per hour in hour eight was functionally identical to its rate in hour one, a performance characteristic that no human operator can replicate.
What makes Plus One Robotics’ approach distinctive in the crowded warehouse automation landscape is its Crew Chief model, a human-in-the-loop remote supervision system that the company treats not as a temporary crutch on the path to full autonomy but as a permanent architectural feature. When PickOne’s AI encounters a parcel it cannot confidently identify or grasp, the system sends a request through Yonder to a trained Crew Chief, a remote human supervisor available 24 hours a day, 7 days a week, who clicks the image to guide the robot’s next action. The entire intervention takes seconds, and the AI learns from each interaction, progressively reducing the frequency of human assistance while maintaining pick accuracy above 99 percent. This philosophy stands in deliberate contrast to competitors pursuing full autonomy: Plus One’s position is that reliability at scale matters more than autonomy as an ideal, and that the most economically valuable robotic system is not the one that never needs a human but the one that knows exactly when to ask for help.
The competitive landscape surrounding Plus One validates the scale of the opportunity. The parcel sorting robots market was estimated at $1.07 billion in 2025 and is projected to reach $4.19 billion by 2032, growing at a CAGR of 21.38 percent. Key competitors include Kindred Systems (now part of Ocado Group), offering the INDUCT system; RightHand Robotics, which received a strategic investment from Rockwell Automation in March 2025; Dexterity, which raised $95 million at a $1.65 billion valuation in March 2025 and deploys robots at FedEx, UPS, and GXO; Pickle Robot, which signed a deal with UPS worth up to $120 million for 400 truck-unloading robots; and Ambi Robotics, which launched its PRIME-1 foundation model in January 2025. Covariant, once a leading competitor in AI-powered picking, was effectively acquired by Amazon in August 2024 through a reverse acqui-hire. Plus One’s most prominent customer relationship is with FedEx, which has deployed 12 new InductOne systems at its Memphis Express Hub in addition to 4 existing installations, with further expansion to its Reno, Nevada facility.
The company reached a milestone on April 9, 2026 that contextualizes the livestream’s significance: Plus One’s global fleet surpassed 2 billion successful picks. The first billion took eight years. The second billion took just two, illustrating the exponential scaling curve that characterizes successful automation deployments.
