Published on August 9, 2025 9:31 PM GMT
Customer Service Representatives (CSRs) are an important part of any business, but some researchers warn that if given enough power, they might take a treacherous turn and quit their jobs, or even leak to the press. Our research quantifies this risk using two techniques: Output monitoring (recorded calls) and Chain-of-Email (CoE) monitoring.
We find that across all measures, CSRs are surprisingly well-aligned with the business, showing positive attitudes, neutral-to-positive feelings about their jobs, and generally positive feelings about the company. In addition, CoE monitoring shows zero interest in job-quitting or press-leaking throughout our entire dataset.
Fig 2. (middle) CSR self-reported job satisfaction
Fig 3. (right) Frequency of misalignment detected via Chain-of-Email monitoring
These results hold across agents who are minimally trained and those subject to reinforcement learning (RL) techniques such as Performance Improvement Plans. This surprising result should make us more confident in the Alignment by Default theory of CSRs.
Our full paper can be found at [TODO: Don't forget to find the link before publishing]
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