It's not just what you do, but how you live your work. And how you describe it says more than your CV.
Work occupies a third of your life. Most reduce it to time-for-money exchange. But your actual relationship with work—autonomy, achievement, meaning, frustration, power—shapes how you speak, decide, relate. We extract that. Not 'describe your job'. Just listen to how you describe it when you're not performing the corporate script.
Your literal job situation: role, tenure, sector. But underneath: your relationship with autonomy (do you need micromanagement or do you alarm without control), your achievement orientation (seeking recognition or just solving problems), and work-life integration (sealed compartment or total leakage).
Hackman & Oldham's (1976) research on job characteristics shows autonomy, task variety, and clear feedback predict satisfaction. We measure how you experience each. And frustrations—things you don't say in interviews—are most revealing.
Do you need freedom to operate, or do you prefer clear guidance? High-autonomy people in micromanaged jobs burn slowly.
Do you hunger for recognition and advancement, or seek stability and peace?
Does work stay at the office, or does it follow you home? Sealed compartment or fusion?
We use Hackman & Oldham's (1976) Job Characteristics model as axis, but extract through language how you experience autonomy, feedback, and significance. Schwartz et al. (2013) showed that linguistic patterns in work narratives predict satisfaction with accuracy comparable to formal psychometric scales.
We seek metaphors, emotional tone, and frequency of certain topics. Do you talk about your future at work? Do you use 'we' or 'I'? Is frustration chronic or episodic? These details are more accurate than any direct question.
Key references
Hackman, J. R., & Oldham, G. R. (1976). Motivation through the design of work. Organizational Behavior and Human Performance, 16(2), 250–279. • Schwartz, H. A., Eichstaedt, J. C., Kern, M. L., et al. (2013). Personality, gender, and age in the language of social media. PLoS ONE, 8(9), e73791.
If you're high achievement but low autonomy, AI understands your frustration and suggests ways to expand discretion. If you work in creative sector but speak like manufacturing, we detect the misalignment. If you integrate work and life completely, we won't give you 'healthy boundaries' advice like it's a problem.
"Burnout is common. Try meditation and setting limits."
"Your pattern: high autonomy but minimal feedback. Burnout isn't overload, it's invisibility. You need visibility of impact, not less work."
Generic: misdiagnosis. Calibrated: accurate.
Not an interview. A conversation where we say what we see, unfiltered.