Global capability centers and managed services
Designing operating models that make accountability, capacity and client outcomes visible across borders.
- GCC setup and optimization
- Offshore delivery models
- SLA and governance frameworks
Global operations · transformation · AdTech
I help organizations turn complex global delivery into a reliable growth engine. Across 23+ years, I have built capability centers, transformed managed services, led large AdTech operations and introduced AI-enabled workflows with measurable business impact.
What I help solve
I work at the intersection of people, process, technology and commercial outcomes—connecting executive intent with repeatable delivery.
Designing operating models that make accountability, capacity and client outcomes visible across borders.
Removing avoidable work while strengthening controls, learning loops and decision quality.
Improving monetization and campaign delivery through stronger systems, data and stakeholder alignment.
Selected work
Each case study documents the operating challenge, the intervention and the measurable outcome—not only the polished ending.
The vendor model appeared attractive because it offered staffing flexibility. The operating data told a different story: the flex capacity was rarely turned off, utilization remained around 60%, and the unit cost was roughly 2.5x the internal FTE rate.
A 200+ person advertising operation used remote-work pilots, output-based measurement, and deliberate change management to solve seasonal staffing pressure—then entered the COVID-19 lockdown already prepared.
North American ad operations were transitioned from Canada to India through phased knowledge transfer, recruitment, process standardization, quality governance, and automation—while preserving service continuity.
Writing and research
Practical perspectives on operations, leadership, AI, AdTech, CTV and business transformation.
Be specific. Tell the model its role. Give it context. Define the task. Describe the output. Explain what “good” looks like. That advice remains useful. But it is now incomplete.
Read moreA research-led analysis of the global and US Connected TV ecosystem, the strategic role of device platforms, distribution levers and advertising value.
Read moreA delivery-governance framework using pre-quality checks, visible status rules and proactive communication to replace surprises with trust.
Read moreStart a focused conversation
Share the business outcome, the operating constraint and the decision that needs to be made.