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A Case For Pay Transparency: Workers Ask ChatGPT Nearly 3M Salary-Related Questions a Day

Workers are asking ChatGPT salary questions to gain clarity on wages, compensation, and earnings. If that wasn’t an alarming update on its own, OpenAI reports that on average, in the U.S., workers send nearly 3 million messages per day asking about wage-related details. OpenAI revealed this information as a way to showcase ChatGPT’s capabilities as a salary negotiation tool or a way to educate and inform workers, however, there are reasons to be wary of such trends. 

One of the reasons for worry regarding this ChatGPT wage data report is that we also have contracting data that suggests caution in the use of AI. Data from the Technical University of Würzburg-Schweinfurt (THWS) in Germany showed that large language models such as ChatGPT consistently recommend that women ask for lower salaries compared to its advice for men, even if their qualifications are nearly identical. AI tools may be useful in the hiring process,, and they have some applications in many areas of work. At the same time, these tools come with biases and self-perpetuating hallucinations that are easy to forget when their advice becomes the central source of data.

ChatGPT salary questions workers

Workers are now turning to ChatGPT for salary and employment questions for greater clarity on the industry and wage benchmarking. (Image: Freepik)

Workers Send Nearly 3 Million Salary Questions to ChatGPT Every Day

Employees have been advocating for pay transparency in employment, but regulations that set such safeguards in place have been slow to come. While some regions have enforced directives that require employers to be more forthcoming about the jobs on offer and the pay they are willing to provide, there continues to be limited information available about the jobs that exist today, the career growth offered in the field, or what employees can hope to earn by pursuing a job that aligns with their interests. In the era of AI, where technology is expected to replace workers, it has become doubly hard to understand the future of employment and how to build a career that lasts.

With so much uncertainty, and with artificial intelligence now replacing search engines as the go-to choice for information on all things, AI is increasingly being used for salary benchmarking and career planning. “Americans are sending nearly 3 million messages to ChatGPT each day to help them close the wage information gap,” OpenAI revealed recently, adding that “AI is a new type of labor-market resource.” 

Rather than looking at other sources and reading up on the industry, workers can ask AI tools a question, and see a response in seconds. This promptness of response and ease of access to data is helpful, but it also has its limitations. 

How ChatGPT Helps With Salary Research: What Are Workers Using AI Tools For?

There are a couple of different ways that workers are using ChatGPT for pay insights. According to OpenAI, pay calculations make up 26% of the queries, details of specific roles make up 19%, questions of entrepreneurship another 18%, insight into a specific role at an organization accounts for 11%, and occupations and career questions finish the final 11% of these work and wage-related queries. 

The AI provider also observed the industries where workers asked ChatGPT salary and employment related questions. They found that such wage searches were higher in higher-skill and less transparent occupations such as creative fields, management, healthcare, and computer and mathematical roles. This indicated that industries where pay was harder to benchmark, more likely to be set on a vastly shifting pay scale, or offered greater career mobility, saw a higher number of workers turning to AI for clarity. 

These AI compensation query trends suggest that the lack of clarity from within the industry is pushing workers to turn to alternate sources of information. While it is interesting to see OpenAI used this data as motivation to improve its own LLM capabilities as an AI salary benchmarking tool and provide more accurate and insightful data on the labor market, there are concerns surrounding this trend that must be addressed. 

ChatGPT May Be a Useful Salary Negotiation Tool, but It Has Its Limitations

All technology should be used with reservation and with an awareness regarding their limitations, and artificial intelligence is no different. Workers are short on sources willing to talk to them about industries and careers, and there is only so much transparency within the industry. Those who operate from within aren’t always available to answer questions, and matters like pay and growth potential aren’t openly discussed by most. As things stand, it is no surprise that workers are turning to AI for insights. 

However, the technology is not infallible. A considerable amount of its insights stem from pre-existing data, and the biases in practices and perception can be carried over into the insights provided by the technology. For instance, researchers at the Technical University of Würzburg-Schweinfurt in Germany found that LLMs advise women to ask for lower salaries than they do men. The pay disparity in employment has persisted for years now, and it appears that AI tools continue to perpetuate such distinctions. 

A female job seeker who relies on these insights might ask for much lower pay, assuming it to be the industry standard, while a male employee might be confident enough in the AI results to demand more. A $120,000 difference in pay recommendation is no small matter. A 2025 study by MIT Sloan’s Jackson Lu found that AI tools were not culturally neutral, presenting an obvious emphasis on the cultural values and thinking styles common to the region and the language in use. These biases might appear minor, but without critical thinking during the use of these tools, they could escalate into more severe problems over time. 

These Trends of Workers Turning to AI for Compensation Queries Are a Sign of a Much Bigger Issue

Previous reports have shown that not only are workers using ChatGPT for salary questions, but also as the primary tool to understand benefits, make retirement plans, or even for the most basic workplace communication. Trends like this are cause for concern as they suggest that a massive brain drain is currently taking place, with employees witnessing a personality shift where their own work and communication is hard to distinguish from AI. 

By dumbing down tasks and relying on the technology to do their thinking and communicating, workers are at risk of diminishing their own value to their organizations. Paired with the burnout from an overreliance on technology and the detrimental effect on workplace relationships, this degree of AI use for every action can prove harmful in the long run, without the necessary guardrails in place. 

Employers might be delighted to see employees become more comfortable and confident with regard to the tech, however, caution is always beneficial. As we gradually learn about the long-term effects of this technology, employers must continue to ensure that employees hone their skills and keep learning on the job. The pursuit of pay transparency, honest communication, and regular interactions with workers can also be beneficial, ensuring that there is constant dialogue about the way the technology is reshaping the industry and what it will mean for employees in the years to come.

What advice would you give to workers asking ChatGPT salary questions? Share them with us in the comments. Subscribe to The HR Digest for more insights on workplace trends, layoffs, and what to expect with the advent of AI.

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Anuradha Mukherjee
Anuradha Mukherjee
Anuradha Mukherjee is a writer for The HR Digest. With a background in psychology and experience working with people and purpose, she enjoys sharing her insights into the many ways the world is evolving today. Whether starting a dialogue on technology or the technicalities of work culture, she hopes to contribute to each discussion with a patient pause and an ear listening for signs of global change. Write to her at anuradha.m@thehrdigest.com

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