Gig workers use AI tools to challenge app deactivations

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Gig workers use AI to challenge app bans

Highlights

Gig workers removed from apps like Instacart and Uber increasingly use AI tools such as ChatGPT to challenge deactivations and prepare evidence for appeals.
AI allows gig workers to navigate arbitration processes at lower cost, but experts warn that AI-generated legal documents may contain mistakes risking their credibility.
Uber and Instacart acknowledge appeals are reviewed by humans, use AI internally for communication, but do not specify AI's role in initial deactivation decisions.

AI support in deactivation disputes

As first reported by Business Insider, gig workers who are removed from ride-hailing and delivery apps are increasingly using chatbots such as ChatGPT, Gemini, Copilot, and Claude to help navigate appeals and arbitration procedures.

One deactivated Instacart worker tells the outlet he is using ChatGPT to challenge the company's claim that he failed to follow the correct delivery route. He says the tool helps him prepare evidence reports, estimate lost wages since he was removed from the app earlier this year, and decide when to send responses to the company while he also looks for possible pro bono legal support.

On Reddit forums for gig workers, some users also post accounts of using ChatGPT to write reinstatement letters to Uber Eats and DoorDash. An Uber driver in Tennessee tells Business Insider that after the company deactivates his account without a clear explanation, he uses ChatGPT to draft a letter citing Uber's driver contract and requesting arbitration, then sends it to CEO Dara Khosrowshahi as well as the standard arbitration address; about a week later, he regains access to his account.

Limits, risks and company response

Robert Bruno, a professor of labor and employment relations at the University of Illinois Urbana-Champaign, says AI remains useful for gig workers with limited resources because it gives them a way to defend themselves without paying for expensive legal counsel. At the same time, he says generating evidence summaries is only one part of the process, and workers still need to build persuasive arguments that fit the specific arbitrator handling the case.

That leaves clear limits for the technology. AI-generated legal-style documents can appear authoritative, but they also risk containing mistakes that could damage a worker's credibility in a dispute.

Uber and Instacart do not comment directly on workers using AI to fight deactivations. An Uber spokesperson says the company uses "data and facts" to evaluate claims regardless of how an appeal is submitted, while an Instacart spokesperson says the company does not take deactivation decisions lightly and gives workers an opportunity to appeal.

The companies already use AI in some worker communications themselves. Uber customer service employees often use AI to draft responses to drivers' messages, while both Uber and Instacart have previously declined to detail what role AI plays in initial deactivation decisions; both companies say final deactivation decisions are reviewed by a human.

Chariot Claims’ $10 million Series A raise highlighted how legal-tech firms are using AI to streamline high-volume consumer disputes, including mass arbitration tied to privacy claims, hidden fees and hard-to-cancel subscriptions. Our earlier article noted that the company combines software with human oversight to screen large numbers of submissions and prepare research for partner law firms, aiming to scale claim processing dramatically as demand for dispute-resolution support grows.

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