Gig workers use ChatGPT to appeal Uber and Instacart bans

The AI-powered appeal

Gig workers who have been deactivated from platforms like Uber and Instacart are increasingly turning to ChatGPT to fight their removals. According to a report by Business Insider, these independent contractors are using the chatbot to perform tasks that typically require professional assistance. By using AI, they can generate structured arguments to challenge the companies' decisions.

The report identifies several specific ways workers are utilizing these tools. They are using chatbots to write evidence reports, estimate the amount of wages they have lost since being banned, and draft formal letters. Some workers even use the AI to determine the best timing for sending their responses to the companies.

One Instacart worker used the chatbot to challenge a claim that they took the wrong route for a delivery. This worker also consulted the AI for guidance on seeking pro bono legal help. The chatbot even advised the worker to hold off on certain actions until they could secure a lawyer.

Navigating arbitration

Because gig workers are independent contractors, they often have limited options when a platform decides to terminate their access. The companies generally have broad latitude to end these relationships, and many lawyers are hesitant to take on these cases due to mandatory arbitration requirements. This creates a significant barrier for workers who cannot afford high-quality legal representation.

AI acts as a bridge for these workers by performing what can be described as paralegal work. A driver in Tennessee reported using ChatGPT to draft a letter that specifically cited Uber's driver contract to initiate an arbitration process. The chatbot also suggested that the driver email Uber's CEO directly rather than just sending a request to a generic address.

The driver reported that they were able to access their account again about a week after following the AI's suggestions. While the report does not confirm the exact cause of the reinstatement, the driver noted that the AI-guided strategy appeared to be successful. This highlights how workers are using conversational interfaces to navigate complex corporate structures.

Platform responses

While workers are using AI to fight deactivations, the platforms themselves are also integrating these technologies. Uber has reportedly expanded its use of ChatGPT from 1,000 to 30,000 staff members. Additionally, the company has logged rides booked by AI shopping agents, showing that the technology is being used on both sides of the marketplace.

Uber and Instacart have not commented directly on the specific trend of workers using AI to appeal bans. However, Uber stated that the company evaluates all claims based on data and facts, regardless of how the appeal is submitted. They also noted that appeals are reviewed by real people rather than automated systems.

Instacart similarly stated that the company does not take deactivation decisions lightly. They clarified that final decisions regarding a worker's status are always reviewed by a human. This suggests that while AI might be drafting the appeals, human oversight remains a core part of the final decision-making process for these platforms.

Risks and limitations

Despite the benefits of accessible legal drafting, experts warn that using AI for these tasks is not without risk. Robert Bruno, a professor at the University of Illinois Urbana-Champaign, noted that workers must still create persuasive arguments tailored to specific arbitrators. He suggested that a worker cannot simply rely on a raw output from a tool like Copilot or Claude without refinement.

There is a risk that AI-generated briefs could contain errors or introduce inaccuracies into a legal setting. Such mistakes could potentially undermine a worker's credibility during a formal arbitration process. The goal for the worker is to use the tool to build a foundation, but the final argument still requires human oversight and strategic thinking.

Furthermore, the scale of this trend is currently unknown. The evidence for this shift comes from individual worker accounts and posts on platforms like Reddit. There are currently no official figures on how many workers are using chatbots for this purpose or what the success rate of these AI-drafted appeals actually is.

The agentic harness

This trend illustrates a broader shift in how people interact with AI to solve personal problems. Instead of using complex autonomous agents, workers are sticking to conversational interfaces to perform manual tasks. They are using the chatbot as a tool to do the filing themselves, rather than delegating the entire process to an independent agent.

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This dynamic places the chatbot in the role of a sophisticated assistant for the underrepresented. It allows individuals to organize their thoughts and present a professional front to large corporations. By lowering the barrier to entry for legal-style communication, AI is changing the power dynamic of the gig economy.

Moving forward, it will be important to see if platforms adjust their policies to account for AI-generated appeals. As more workers gain access to these tools, the volume of sophisticated, data-driven appeals may increase. This could force companies to refine how they review claims and interact with their independent contractor base.