Vulcan Coalition — Employing People with Disabilities to Label and Train AI Datasets

Vulcan Coalition is a Bangkok-based company, founded in 2020, that runs an AI/data-labeling business staffed substantially by people with disabilities (PwDs), including deaf employees who label visual and sign-language data used to train machine-learning models on the company's own Vulcan Data Labeling Platform. The model places disabled workers directly inside the AI production pipeline — as paid data-labeling professionals — rather than positioning them only as end-users or test subjects of assistive technology built by others.

Vulcan partnered with Thailand's Ministry of Social Development and Human Security to train 2,000 people in data-labeling skills, according to Microsoft Stories Asia. A separate Thoughtworks Thailand account reports that the company's Vulcan Academy has upskilled more than 1,000 people with disabilities to date, and that its call-centre service enables more than 100 PwDs to work from home. For context, Microsoft's reporting cites that only around 30% of Thailand's 1.7 million people with disabilities are formally employed, against a legal backdrop requiring companies with 100 or more staff to employ at least one person with a disability.

Both verifiable sources found for this practice — Microsoft Stories Asia and Thoughtworks — are corporate or partner-produced content rather than independent journalism or academic evaluation, which is a genuine limitation on the independence of the evidence base. Neither source discloses the company's current total headcount of disabled employees, only the training and upskilling totals cited above; a Bangkok Post article referencing the company could not be independently verified for this record because the page returned an access error.

Read the full analysis: https://news.microsoft.com/apac/features/vulcan-coalition-ai-jobs/