Shanta tAi spoke with blue-collar job seekers across India, and we were able to discern level 2 insights that no census, government survey, or hiring platform has ever captured. These insights came directly from candidates describing their own lives, in their own words, in real time. What we heard wasn’t a data set. It was a window into how an entire workforce actually decides whether a job is worth taking.
The pattern that jumped out first: nobody asks about the company.
They ask about their life.
Salary. Exact location. Working hours. Is the workplace safe? Is food provided? Is accommodation provided? Overtime, PF, ESIC, weekly off. In that order, almost every time. A job, to this workforce, isn’t a brand decision. It’s a household math problem.
With every question, the funnel narrows down
Out of every 1,00,000 candidates called, Approx. 50 reach the end. Where do the others drop off is the interesting part!
Job Location
Eligibility takes the second hit.
By the time salary comes up, more than half of the candidates who started the conversation are already gone, long before anyone would call it a “rejection.”
Salary is where trust is won or lost, instantly
The single largest drop-off in every conversation happens the moment salary is disclosed. If the number doesn’t match expectations, candidates don’t negotiate - they disconnect. No back-and-forth, no haggling. Just silence!
Ghosting has a logic to it
It’s rarely random. The top reasons, in order: the salary didn’t meet expectations, family circumstances made relocation impossible (a child’s schooling, an elderly parent, a spouse’s job), the commute was too long or too expensive, a competing offer arrived first.
There’s one more reason worth sitting with: some candidates hang up the moment they realize they’re speaking to an AI. The instinct is “this might be a scam.” For an industry betting on voice AI to solve hiring at scale, trust isn’t a nice-to-have feature. It’s the first milestone, before qualification, salary, before anything else.
What this actually means for hiring
Frontline candidates aren’t being difficult. They’re being rational evaluating a job against real constraints: money, distance, family, and whether the person (or AI) on the other end of the line can be trusted.
Employers who lead with clarity - real numbers, exact location details, specific eligibility criteria, and quick communication cycle are the ones actually converting. Everyone else is losing candidates to silence, not to competitors.
Take two offers: One employer pays ₹20,000 a month with no other benefits mentioned; another pays ₹18,000 but is upfront about free food or stay. In our conversations, the second offer routinely wins not only because the pay is better, but because the full picture is clear from the first message.
Insights drawn from 10,000+ Shanta tAi voice conversations on JobsUPI.
