Most enterprises approach their India location decision the way they would approach picking a conference venue: reputation, familiarity, what a peer company did. It is understandable, and it is the wrong starting point. The right starting point is the function you are building and the specific talent and retention profile it needs — and the location falls out of that analysis, not the other way around.
Four structures, not one decision
There are, in practice, four distinct structures available, and mid-market enterprises rarely need to pick just one.
Tier 1 Premium locations hold the deepest specialist pools — advanced AI and machine learning research, cybersecurity operations, semiconductor engineering. You pay a premium in both compensation and attrition. For genuinely scarce capability, that premium is worth paying. For product engineering, it usually is not.
Tier 1 Stable locations offer strong mid-to-senior engineering depth at twenty to thirty percent lower compensation than premium locations, with materially better retention. For product engineering, platform work, DevOps and QA, this is the best risk-adjusted structure available — and it is where most well-run mid-market GCCs land.
Tier 2 locations trade some talent depth for a further twenty-five to thirty percent cost advantage, a fast-growing engineering base and active state-level incentive programs. This is the right structure when the mandate is genuinely cost-led — sponsor-backed builds with defined EBITDA targets or stable operational functions that do not require deep specialist talent.
Hybrid structures put the core team in a Tier 1 Stable location and place a small specialist node — typically five to fifteen people — wherever the specific scarce skill actually concentrates. This is the structure most frequently recommended once an assessment maps a mixed function portfolio, because it captures the cost and retention profile of Tier 1 Stable without giving up access to specialist depth where it genuinely matters.
Why the attrition number is a delivery number
The four-point attrition gap between Tier 1 Stable and Tier 1 Premium locations sounds like a human resources statistic. It is actually a sprint-planning number. On a fifty-person team, that gap is roughly two fewer departures a year. Each departure costs a recruitment cycle, a notice period, an onboarding ramp and a knowledge-transfer gap that no documentation fully closes. Two fewer departures recovers eight to sixteen weeks of engineering capacity annually — four to eight sprints — without a single additional hire.
The decision rule that actually works: map your functions first. Ask what talent depth each one genuinely requires, and what retention profile you can tolerate given your product's velocity requirements. The location decision is the output of that analysis, not the input to it.