Your GCC interview was an Indian panel. The US bar comes later.

A large and growing number of Indian engineers work for US companies at their India centers — the GCCs. Many cleared an interview conducted entirely by an Indian panel, so they never felt the cultural communication gap at hiring time. It surfaces later: when they apply for a US-facing role, get matched to a US-led team, or interview to move up, and suddenly they are evaluated by US interviewers listening for individual ownership and quantified impact. Because the day-to-day work often runs on team framing and thorough context that serves the India center fine, the habits are deeply ingrained by the time they matter. These engineers are often blindsided — their interview history told them they were fine.

The GCC engineer's situation is specific: the gap is dormant, not absent. Working effectively at an India center does not require the US behavioral register, so the 'we' habit and context-heavy delivery persist unchallenged until a US-facing evaluation exposes them. The preparation is the same code-switch — attributed 'I', result-first, quantified, concise — but the starting point is different: you are not breaking a habit you knew was a problem, you are discovering one your interview history hid. The good news is that GCC engineers usually have genuinely US-scale work to draw on; they just have to learn to narrate it the way a US interviewer scores it.

Same rollout. The weak version dissolves the candidate into 'we' and 'our center.' The strong version names what they owned (60 services), the decision they made (region-by-region), and the quantified result (two weeks early, zero incidents) — the scope that was always theirs, finally made visible.

Arpan gives you the feedback that solo practice can't. The free Diagnostic scores your answers across Ownership Language, Quantified Impact, STAR Structure, Conciseness, Engagement, and Professional Tone — the exact dimensions US hiring managers evaluate — and delivers word-for-word rewrites of every answer so you can see the gap clearly. Pro turns that into a practice loop: every answer rewritten across 25 voice interviews and 5 on camera over 90 days, pattern detection that surfaces which habits are costing you points, and your Cultural Readiness Score™ after every session, so you can see where the score moves.