From operational friction to better outcomes
Perspectives on the recurring problems that surface when a business grows faster than its operating model.
Explore articles ↗20+ years across retail, consumer durables and home improvement. I work with leaders when growth starts exposing cracks in the operating model.
I started as an engineer and have spent more than twenty years working across customer experience, service operations, retail and business operations.
I have built service functions from scratch, worked through operational bottlenecks, managed partner networks, handled high-impact customer escalations and connected customer signals to commercial decisions.
At IKEA India, I helped build the service business for the first store in India. At Unispace, I helped build a large-format retail operating model. At Godrej and Samsung, I worked on service performance, escalations and customer experience at scale.
The common thread is simple: find the constraint, improve the operating system, and make the customer and commercial outcome better.
Start small, prove value, then decide whether deeper involvement makes sense.
Review customer journeys, process friction, service performance, ownership and operating data to identify the few constraints worth fixing first.
Focus on one high-impact problem such as escalation flow, service response, store handoffs, partner performance or operating cadence.
Ongoing decision support across CX, operations, service performance, governance, customer signals and commercial trade-offs.
Act as a fractional Customer & Operations leader, establishing operating cadence, KPIs, accountability and CX/service improvement priorities.
More than 6,000 service tickets a month, weak CSAT, inconsistent response and fragmented partner execution.
Tightened SLA governance, planning, partner performance and response/closure monitoring.
Customer complaints, operational delays and commercial pressure are often connected. The job is to find the operating constraint.
No localized service business model existed for the first IKEA store in India.
Built the operating model, partner onboarding, SOPs, customer journeys, governance and escalation structure.
Customer satisfaction improved 22% YoY and the service business reached break-even within two years.
Customer experience becomes scalable when the operating system behind it is designed deliberately.
High-impact escalations reached senior leadership and public channels, often because ownership was unclear.
Structured root-cause and resolution frameworks and connected complaint patterns to operational causes.
Resolution timelines improved up to 40% and senior-management email complaints reduced 12% in H1 2014.
The visible complaint is often only the symptom. Fixing the system reduces repeat escalation.
Understand the business pressure, customer problem, operating context and stakes.
Review data, customer signals, processes, governance and partner performance.
Baseline KPIs, identify constraints, establish cadence and make the first operational changes.
Continue through a project, advisory retainer or fractional leadership engagement if the need is proven.
Project Management Professional
Management · Welingkar Institute
ISB · expected 2027
Service business & CX operations
Large-format retail operations
Customer service, partner operations & performance
Tell me a little about what you are working through. I will use your details to get back to you.
Whether you need a diagnostic, help fixing an operational bottleneck, or an experienced sounding board, share a few details and I will respond directly.
Prefer email?
Email: connect@bhaswatiservices.com