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Emerging Markets / NEWS

Indian workers film manual tasks to supply robot-training data

Barbers, garment workers and a teacher in India are paid to record manual work with head-mounted cameras so footage can train physical AI for robots.

A passenger train at a covered railway station
Context photograph · Soumyadip Sarkar / Unsplash
THE DEVELOPMENT

The story in focus

BBC News reports that hundreds of thousands of workers worldwide, including barbers and garment workers in Bengaluru and a teacher in Andhra Pradesh, are paid to film their manual work with head-mounted cameras so the footage can train physical AI for robotics.

  • Rashdan Technologies pays $5 to $10 for eight to 10 hours of recorded work, according to its co-founder and CEO.
  • Humyn Labs says it has 96,000 data collectors across Latin America and Southeast Asia.
  • A Bengaluru barber wears a head-mounted camera five or six hours a day, with client faces blurred.
  • Humyn Labs founder Manish Agarwal argues India must move from supplying raw footage to processing and setting data standards.
  • TISS professor Bino Paul says it is too early to tell whether robots will replace the workers' jobs and calls for AI regulation.

Recording work for robot training

Mohammed Ashim, 22, has cut hair and trimmed beards in Bengaluru for four years. Recently he began strapping a camera to his head to record his work; it captures only his hands and fingers, with clients' faces blurred. He wears it five or six hours a day.

His footage is collected by a local company and sold to technology firms and research organisations training physical AI, which can control robots in the real world. Rashdan Technologies co-founder and CEO Shahil Baig said clients request tasks including industrial work, agriculture, household chores, pottery, garment-making, embroidery and candle-making.

Pay, consent and competition

Baig said Rashdan pays $5 to $10 for eight to 10 hours of recorded work, that consent matters and that faces are blurred. He said clients now ask for four to six cameras around a person's head, which costs more because more is asked of workers.

Manish Agarwal, founder of Humyn Labs, said physical tasks require detailed signals of limb movement and force. His company, based in Bangalore and San Francisco, says it has 96,000 data collectors across Latin America and Southeast Asia.

Mohammed Arman, who has worked in textiles in Bangalore for 10 years, said he accepted camera work for extra money to send to family in Bihar. Teacher Jolly Arifur, in Guntakal, Anantapur, said she records domestic work around her teaching for two to three dollars an hour.

Job concerns and regulation

Agarwal said India's role is largely as a supplier of raw footage and argued it should move up the value chain by cleaning, structuring and validating data and setting quality standards.

Bino Paul, a senior professor at the Tata Institute of Social Sciences in Mumbai, said it is too early to tell whether machines will replace these workers' jobs. He said workers may have little recourse if automation spreads and called for governments to regulate AI.

How much are workers paid to record their manual work for AI training?

Rashdan Technologies pays $5 to $10 for eight to 10 hours of recorded work, its CEO said. Teacher Jolly Arifur said she earns two to three dollars per hour recording domestic tasks.

Sources & further reading

Source report: 23 Oct 2026. Event and publication dates may differ.

  1. The Indian workers filming their work to train AI ↗BBC News

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