5 Sources
[1]
'Hey Number 17!'
Y Combinator supports an AI startup that's pitching granular machine vision surveillance of factory workers. A venture capital-backed "AI performance monitoring system for factory workers" is proposing what appears to be dehumanizing surveillance of factories, where machine vision tracks workers'
[2]
Y Combinator Supports AI Startup Dehumanizing Factory Workers
Optifye.ai's pitch includes a video where a "boss" yells at a "worker" by calling him a number, and sarcastically saying he's having a bad month. A venture capital-backed "AI performance monitoring system for factory workers" is proposing what appears to be dehumanizing surveillance of factories,
[3]
Watch This Startup Pitch Dystopian Sweatshop-Monitoring Software
Startup accelerator Y Combinator pulled the demo video following intense backlash on X. Following intense backlash, startup accelerator Y Combinator quietly pulled a video from its X account demonstrating a new startup's AI-powered worker monitoring software. The startup, called Optifye, says on
[4]
Y Combinator Pulls Support for AI Startup After Video Emerges of Boss Barking at Human Worker, Calling Him "Number 17"
Scientific Management, sometimes called "Taylorism" after its founder, Frederick W. Taylor, is the idea that human workers can be fine-tuned to be more efficient. If a garment factory worker could make a shirt two seconds quicker by standing instead of sitting, then a Taylorist boss would have them
[5]
Y Combinator deletes posts after a startup's demo goes viral | TechCrunch
A demo from Optifye.AI, a member of Y Combinator's current cohort, sparked a social media backlash that ended up with YC deleting it off its socials. Optifye, which is part of YC's 2025 winter batch, says it's building software to help factory owners know who's working -- and who isn't -- in
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Y Combinator-backed startup Optifye.ai sparks outrage with a demo video showcasing AI-powered factory worker surveillance, leading to discussions about workplace ethics and AI's role in labor monitoring.

Y Combinator, a prominent startup accelerator, found itself at the center of a social media firestorm after promoting a controversial demo video from one of its backed startups, Optifye.ai. The startup, founded by Duke University computer science students Vivaan Baid and Kushal Mohta, aims to develop an "AI performance monitoring system for factory workers"
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.The demo video, which has since been deleted from Y Combinator's social media accounts, showcased a scenario where factory supervisors use Optifye.ai's system to monitor and criticize workers' performance
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. In the video, a supervisor refers to a worker as "Number 17" and berates them for low productivity, citing specific efficiency metrics3
.Optifye.ai proposes using computer vision technology to track workers' hand movements and output in real-time. The startup claims this system can boost efficiency by up to 30%
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. On their Y Combinator profile, the founders outline benefits for various stakeholders:1
The demo video sparked intense criticism across social media platforms, including Y Combinator's own Hacker News blog. Critics labeled the technology as "modern slavery" and raised concerns about worker dehumanization
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. The backlash led Y Combinator to delete its posts promoting Optifye.ai from LinkedIn and X (formerly Twitter)5
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The controversy surrounding Optifye.ai highlights ongoing debates about workplace surveillance and AI's role in labor monitoring. Similar technologies are already in use across various industries:
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A 2023 Pew poll found that most Americans oppose using AI to track workers' desk time, movements, and computer use
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.While the public reaction was largely negative, some industry voices defended the concept. Eoghan McCabe, CEO of Intercom, suggested that critics should reconsider purchasing products made in countries where such practices might be more common
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.Despite the controversy, investment in worker surveillance technology continues. For example, Invisible AI raised $15 million in 2022 for factory worker-monitoring cameras
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.As AI continues to permeate various aspects of the workplace, the Optifye.ai incident underscores the need for ongoing discussions about the ethical implications of AI-powered surveillance in labor environments.
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