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Chronicles

The story behind the story

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Leaked documents show that Microsoft pays $12 to $14 per hour to the contractors who transcribe up to 200 audio clips per hour to train Cortana

Joseph Cox / VICE :

VICE Joseph Cox

Context & Ripple Effects

This lands one week after Joseph Cox revealed that Microsoft contractors were listening to Skype calls run through the translation service, and it supplies the missing economic layer: the humans reviewing those recordings are paid $12–$14 an hour and expected to process up to 200 clips per hour. A week later Cox documented the same pipeline touching accidentally invoked Xbox recordings, many from children, making this a sustained series rather than a one-off leak.

The leak also quantifies what Bloomberg's later cross-industry investigation into Amazon, Apple, Google, and Facebook transcription practices generalized: every major voice assistant runs on low-cost contract labor that companies rarely disclose. The $12–$14 rate against a 200-clips-per-hour quota puts a concrete price tag on the 'training data' behind Cortana, which Microsoft was simultaneously marketing through products like the $350 Surface Headphones.

First-order effects

  • Microsoft's Cortana training operation is exposed as dependent on piecework-style human transcription at roughly $12–$14 an hour, undercutting the perception that voice assistants are purely automated software and putting Microsoft's contractor disclosures under immediate scrutiny.
  • The contractors themselves gain leverage from the leak: their pay rates and workload quotas are now public, complicating Microsoft's ability to keep terms confidential while the Skype and Xbox stories keep the program in the news.

Second-order effects

  • Amazon, Apple, Google, and Facebook — all shown by Bloomberg's investigation to rely on similar contractor transcription — face pressure to disclose their own rates and review practices before leaks do it for them, since Microsoft has now set the reference point for what 'human review' actually costs.
  • Privacy expectations harden around voice products: with consumers learning that assistants mean human ears at industrial clip rates, Microsoft and rivals must weigh consent disclosures against the data volume their speech models need.

Third-order effects

  • If the pattern holds, AI training labor stays structurally invisible in product economics — a dynamic visible again years later when Microsoft's GitHub Copilot was reported losing $20+ per user per month — meaning assistant businesses carry both cheap human annotation upstream and heavy inference costs downstream.
  • Regulatory and consumer scrutiny converges on human-in-the-loop review as a disclosure category of its own, forcing voice-assistant makers to treat contractor programs as a reputational surface equal to the privacy of the recordings themselves.

The trend: Voice assistants across Big Tech are being re-priced as hybrid human-machine systems, with low-paid contract transcription becoming both a cost line and a privacy liability that companies can no longer keep out of view.

Discussion

  • @josephfcox Joseph Cox on x
    New: after we found Microsoft is hiring contractors to listen to some Skype calls, the company has updated its privacy policy and other pages to explicitly say humans/employees may listen to audio. Wasn't clear before. Original piece based on leaked docs https://www.vice.com/... …
  • @jason_koebler Jason Koebler on x
    NEW: Leaked documents from a Microsoft contractor show that the humans who listen to & transcribe your conversations have horrible, terrible, underpaid jobs http://www.vice.com/... https://twitter.com/...
  • @josephfcox Joseph Cox on x
    These parts of the training materials for contractors listening to Cortana recordings are... a bit on the nose https://www.vice.com/... https://twitter.com/...
  • @j2sheck Jordan Sheckman on x
    There's no way Cortana gets more than 200 audio clips per hour. https://twitter.com/...
  • @derektmead @derektmead on x
    All the big tech co's are hiring real humans to do the work of making sure their voice assistants are useful. How much do these contractors, who are left to listen to random users' voice conversations, get paid? Very very little! https://www.vice.com/...
  • @josephfcox Joseph Cox on x
    New: leaked docs show what it's really like behind scenes of a tech giant's artificial intelligence system. For Microsoft's Cortana, contractors paid $12-14/hour, with extra $1 if they hit a milestone. Training manuals of 100s of pages of monotonous tasks. https://www.vice.com/..…
  • @k_trendacosta Katharine Trendacosta on x
    Increasingly, every tech company is revealed to be the fucking train from Snowpiercer. Rip off the lid and it's not breakthrough technology, it's abusive labor practices. https://twitter.com/...
  • @josephfcox Joseph Cox on x
    Microsoft's privacy statement now says “Our processing of personal data for these purposes includes both automated and *manual (human) methods* of processing” While Facebook, Apple, Google have suspended use of humans though, Microsoft holding on https://www.vice.com/... https://…
  • @sarahfrier Sarah Frier on x
    Facebook confirms it has done this, but says it's not happening anymore: “Much like Apple and Google, we paused human review of audio more than a week ago.”