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Practical notes on building India capability.

Clear thinking on GCC strategy, engineering leadership, talent, security, AI, and economics. We publish when the topic is useful to operating leaders, not because a calendar says so.

FeaturedGCC Strategy · 18 min read

Why many India centres stall near forty engineers, and how to break the pattern.

The forty-engineer ceiling is usually a leadership and operating problem, not a talent problem. Here is how to diagnose it and what to fix first.

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By Rajeev Singh · April 2026
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AllGCC StrategyEngineering leadershipTalent & retentionSecurity & complianceAI & dataCost benchmarks
GCC Strategy·20 min

BOT versus dedicated teams: where IP, culture, and people strategy really diverge.

A practical comparison for executives and technical leaders: IP continuity, team culture, and people transfer mechanics beyond commercials and timelines.

Talent & retention·16 min

Retention is an operating outcome, not an HR slogan.

Five levers that improve twelve-month retention: clarity, craft leadership, learning, customer context, and calendar discipline.

Engineering leadership·17 min

What shared engineering culture looks like in real collaboration workflows.

Concrete norms from live engagements: shared workspaces, equal ceremony standards, clear documentation, and ownership through resolution.

AI & data·15 min

Hiring for AI in India without inflating titles or optimising for the wrong signals.

Map roles to delivery needs, interview for production judgment, and align team shape to milestones so quality is visible.

Security & compliance·16 min

Building one controls framework for US, UK, and India delivery expectations.

Map SOC 2, India DPDP, and UK/EU processor duties into one evidence model so audits strengthen delivery instead of slowing it.

Cost benchmarks·14 min

Q1 2026 fully loaded cost benchmarks for common India delivery roles.

Economics for backend, mobile, data, SRE, QA automation, product engineering, engineering management, and AI/MLOps roles.

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