India’s Fastest-Scaling eCommerce Marketplace Delivered Omnichannel CX at 2,390 FTE with 18% Cost Reduction
18% Lower
Cost Per Interaction
CSAT >87%
Buyer Experience Score
8x ROI
On Ad Sales Operations
From fragmented buyer and seller interactions to a unified, omnichannel CX engine scaling at the pace of India’s fastest-growing marketplace.
The Client
A Softbank and Meta-backed eCommerce marketplace and India’s third-largest online platform after Flipkart and Amazon operates at the intersection of inclusive commerce and digital disruption. The platform empowers small-scale entrepreneurs and independent sellers by providing accessible eCommerce infrastructure, while simultaneously serving tens of millions of buyers across the country. With a business model that spans both sides of the marketplace — buyer experience and seller success — the organization requires a CX operation capable of managing high transaction volumes, complex seller journeys, and multi-channel engagement at a scale that few platforms demand.
The Challenge: When Hypergrowth Demands Simultaneous CX Complexity on Both Sides of the Marketplace
As the platform expanded rapidly, the dual-sided nature of its marketplace created compounding CX challenges that a conventional support model could not address.
Fragmented Buyer Interactions Across Channels
Buyer queries arrived across calls, emails, chat, and social media without a unified handling model. Inconsistent resolution experiences across channels created friction, impacted satisfaction, and made it difficult to measure true CX performance.
Seller Complexity Across Multiple Business Functions
Seller support extended well beyond standard inquiries — encompassing fraud management, lending operations, capital disbursement, ad sales guidance, catalog management, and logistics coordination. Each function required specialized knowledge and structured workflows that a generalist support team could not deliver.
Scaling at Hypergrowth Pace Without Quality Degradation
Demand grew unpredictably and at extreme velocity. Moving from pilot operations to thousands of agents within a compressed timeline required a workforce model that could absorb rapid expansion without sacrificing training quality or service consistency.
Technology and Workflow Fragmentation
Customer interactions flowed through disconnected tools — Google Forms, in-house order management systems, and third-party logistics platforms — creating operational inefficiencies, visibility gaps, and barriers to consistent CX delivery.
Revenue Monetization Through Seller Operations
Beyond service delivery, the platform needed CX operations to actively contribute to revenue generation — particularly through ad sales enablement and seller engagement frameworks that could unlock the commercial potential of the seller base.
Bottom Line
They needed a dual-sided CX operation capable of delivering high-quality buyer experiences and complex seller support simultaneously — at hypergrowth scale, across multiple channels, and with measurable contribution to revenue outcomes.
The Solution: Omnichannel Scale Meets Dual-Sided Marketplace Expertise
ServeRetail designed a comprehensive, two-track CX operation covering buyer experience and seller success — built to scale rapidly while introducing structured technology, training, and revenue-generating capabilities.
Just-in-Time Workforce Scaling Model
Implemented a demand-aligned staffing model capable of rapid ramp-up during growth periods and lean optimization during steady-state operations. This enabled the team to scale from a 25-FTE pilot to over 1,650 steady-state FTEs while maintaining consistent readiness and performance standards.
Omnichannel CX Infrastructure Transformation
Co-architected the transition from fragmented tools — including Google Forms and in-house order management systems — to a unified omnichannel experience platform integrated with workflow management technology. This centralized buyer interactions across calls, emails, chat, and social media into a single, measurable CX environment.
Instructional Design-Led Agent Training
Developed optimized training content built around top call drivers, ensuring agents were equipped for high-quality resolution from day one. This reduced ramp time, improved first-contact resolution, and protected CX consistency during rapid workforce expansion — directly contributing to the 18% reduction in cost per interaction.
Dedicated Seller Operations & Lending Infrastructure
Established a specialized Lending Operations team to provide working capital assistance to sellers — reducing disbursement turnaround time and directly impacting seller satisfaction and platform loyalty. This team operated as a distinct functional unit within the broader CX operation.
Ad Sales Framework for Seller Monetization
Developed and deployed an Ad Sales framework designed to engage and monetize the seller base — delivering 8x ROI on ad sales operations. This transformed seller interactions from pure cost-center activity into a structured commercial function generating measurable revenue for the platform.
The Results: From Fragmented Operations to a Dual-Sided CX Engine at Scale
- 218% Reduction in Cost Per Interaction: Workforce optimization and omnichannel consolidation delivered meaningful cost efficiency across buyer-facing operations — reducing cost per interaction by 18% without compromising service quality or channel coverage.
- CSAT Above 87% with Improved Customer Effort: Buyer satisfaction exceeded 87%, supported by omnichannel consistency and improved resolution processes — with Customer Effort Score improving to above 82% across the platform.
- 8x ROI on Ad Sales Operations: The structured Ad Sales framework transformed seller engagement into a commercial function — delivering 8x return on ad sales operations and demonstrating that CX infrastructure can be a direct revenue contributor when designed with commercial intent.
- Hypergrowth Scaling Without Disruption: The initial pilot of 25 FTE scaled to 1,650 steady-state FTEs within 90 days — establishing one of the fastest and most structured large-scale ramp-ups in the platform’s operational history.
Key Insights for eCommerce Marketplace Platforms
Dual-Sided Marketplaces Require Dual-Tracked CX Models
Buyer experience and seller success are fundamentally different operational disciplines — serving both from a single generalist model creates quality gaps on both sides simultaneously.
Omnichannel Consolidation Is a Prerequisite for Scale
Fragmented tools and disconnected workflows create invisible costs and inconsistencies that compound as volume grows. Unifying the CX environment is a foundation, not a feature.
CX Operations Can Be Structured as Revenue Generators
In seller-facing environments, support interactions present direct commercial opportunities. A purpose-built monetization framework turns engagement into measurable ROI.
Workforce Velocity Must Be Engineered, Not Improvised
Hypergrowth scaling requires predefined ramp models, instructional design investment, and demand-aligned workforce planning — not reactive hiring.
Ready to Scale Your eCommerce Marketplace CX Operations?
INDUSTRY
eCommerce Marketplace
REGION
India
Let’s Build Smarter
Retail Experiences Together
Connect. Scale. Serve. Win with us.
