Gig Workers Use ChatGPT to Fight Uber and Instacart Account Deactivations

Gig workers are turning to ChatGPT to draft arbitration requests and compile evidence after facing sudden account deactivations from platforms like Uber and Instacart.

The Tech TL;DR:
• Deactivated gig workers are using generative AI to parse complex contracts, write appeals, and manage mandatory arbitration processes without upfront legal capital.
• AI-generated briefs carry distinct risks of hallucination, factual errors, and poor tailoring to individual arbitrators, potentially harming a worker’s reinstatement case.
• Both Uber and Instacart maintain that human reviewers make final deactivation choices, evaluating claims through internal data regardless of appeal formatting.

A Tennessee driver used ChatGPT to draft a formal letter citing his driver contract and requesting arbitration after Uber deactivated his account without a clear explanation. The chatbot suggested sending the correspondence directly to CEO Dara Khosrowshahi instead of routing solely through the company’s general arbitration email address. Roughly one week later, the driver regained platform access.

While the driver credited the AI workflow for his reinstatement, the report does not establish that the chatbot’s advice directly caused Uber to restore his access. On Reddit pages for gig workers, some users have posted stories about using ChatGPT to write letters to Uber Eats and DoorDash requesting reinstatement of their accounts, with some saying the AI-generated messages worked.

An Instacart shopper facing deactivation over a claim that he failed to follow the correct route while delivering an order has relied on ChatGPT to compile loss-of-income estimates and prepare itemized evidence reports.

The shopper also consulted the model to time responses and evaluate pro bono legal availability. ChatGPT said to hold off on that for now, the shopper told Business Insider. We’re gonna see if we can get a lawyer.

As independent contractors, gig workers operate under rigid terms of service featuring binding arbitration clauses. These mandatory clauses frequently deter traditional labor attorneys from taking individual cases, leaving workers reliant on self-representation or automated writing tools.

Robert Bruno, a professor of labor and employment relations at the University of Illinois Urbana-Champaign, stated that AI lowers financial barriers for workers who lack capital for legal defense. However, Bruno cautioned that evidence generation is only a fraction of the necessary procedure.

I don’t think you could just spit that out of Copilot or Claude, Bruno told Business Insider, emphasizing that arguments must be precisely customized for the specific arbitrator presiding over a case.

In response to these developments, platform representatives outlined their internal review policies. An Uber spokesperson said that claims are evaluated using data and facts regardless of submission format, noting that appeals undergo human review. An Instacart spokesperson similarly stated that the company does not take deactivations lightly and ensures final decisions are reviewed by a human.

Neither Uber nor Instacart directly addressed the growing trend of workers utilizing large language models to contest administrative bans. Uber itself deploys automated customer service technology to draft responses to driver inquiries, pointing to an expanding reliance on AI across both sides of gig economy disputes.

Despite the proliferation of AI-assisted filings, chatbots cannot guarantee account reinstatement. The efficacy of these automated appeals depends entirely on factual accuracy and strict adherence to contractual guidelines, leaving the ultimate outcome of platform arbitration cases to human discretion.