Our Customers

GoodWorks Group, trusted by everyone. Fortune 500 to Startups.

Our Track Record

GCC Success Stories

Saptharushi
Saptharushi India Global Capability Centre (GCC)
Cyber Security SINGAPORE
Mercedes-Benz
Mercedes-Benz Research & Development India
Automotive GERMANY
Tesco
Tesco Bengaluru Global Capability Centre
Retail UK
BMW
BMW Motorrad India
Automotive GERMANY
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What Sansovi GCC Does in Retail & E-Commerce

Sansovi GCC’s RetailX CoE is India’s specialist advisor for retail and e-commerce GCC establishment. We combine deep retail technology domain knowledge demand forecasting, omnichannel platform engineering, personalisation AI, computer vision, and supply chain intelligence with GCC setup expertise and DPDP Act-compliant data governance frameworks. Our Omnichannel Architecture Playbook and Retail Data Governance Kit are used by leading retail GCCs in Karnataka to compress their time-to-productivity.

We work with global retailers, e-commerce companies, grocery and convenience chains, D2C brands, and retail technology platforms building India engineering centres. Whether you are exploring India for the first time, scaling an existing centre, or reviving a stalled GCC, our engagement begins where you are  not where a standard playbook says you should be.

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The Challenge We Solve

Retail GCCs face a domain complexity that generic technology GCC advisors consistently underestimate: retail systems (OMS, WMS, demand forecasting, CDP) are deeply interdependent, and engineers without retail domain context make architecture decisions that create months of rework. DPDP Act 2023 adds a compliance layer for customer data that most retail GCCs discover too late. And the talent market for demand forecasting data scientists and computer vision engineers with retail context is much tighter than raw headcount numbers suggest.

Layer 1 — Knowledge

Headless Commerce Platform Selection Risks

Choosing between platforms such as Commercetools, VTEX, and Salesforce Commerce without strong retail domain context can lead to expensive implementation decisions, integration challenges, and long-term platform constraints.

Governance & Scale

DPDP Compliance Across Retail Customer Data

Customer data collected through POS systems, e-commerce platforms, and loyalty programs must be designed around DPDP Act consent and data governance requirements from the outset, not after the first compliance issue arises.

Layer 3 — Growth & Optimisation

Shortage of Retail Demand Forecasting Talent

Engineers with hands-on experience in retail demand forecasting models such as DeepAR are difficult to hire through standard data science channels because the role requires both ML expertise and retail planning knowledge.

Limited Access to ASPICE Assessors

OMS-WMS-E-commerce Integration Complexity

Architecture decisions connecting order management, warehouse management, and e-commerce platforms at the GCC formation stage can shape scalability, fulfilment efficiency, and technology costs for years.

One Accountable Partner

Specialized Computer Vision Talent Requirements

Computer vision engineers with experience in planogram compliance, shelf analytics, and loss prevention require more specialized sourcing than generic CV or AI engineering roles.

Our Services — End-to-End or Modular

Every engagement is tailored. You can commission the full GCC lifecycle or engage us for a specific service. Nothing is bundled by default.
LES

GCC Strategy & Business Case

Retail technology landscape, DPDP Act impact assessment, platform strategy (headless, unified commerce, D2C), operating model design, business case for HQ

PE

DPDP Act & Data Governance Setup

Customer data classification, consent management architecture, DPDP Data Fiduciary registration support, cross-border transfer framework, POS/CDP/loyalty data governance

Entity & Legal Setup

Legal entity formation, DPIIT retail sector facilitation, FEMA compliance, e-commerce FDI policy navigation (100% FDI in B2B e-commerce), employment contracts

Employer Brand Analytics & Reporting

Workspace — GoodWorks

Managed offices in Bengaluru retail tech corridors. Lab space for computer vision R&D (camera setups, GPU infrastructure). Proximity to Tesco Bengaluru, Walmart Global Tech ecosystem.

Integrated GCC Operating Model

Talent Acquisition

Demand forecasting data scientists, omnichannel platform engineers, personalisation ML engineers, computer vision specialists, OMS architects. Pre-vetted bench: 200+ retail tech specialists, 4-week deployment.

Enterprise Compliance & Risk Management

Technology Platform Setup

Headless commerce platform selection and sandbox (Commercetools/VTEX), CDP configuration (Segment/mParticle), demand forecasting environment (AWS Forecast/DeepAR), computer vision lab setup

Managed Teams by SansoviGCC

Operating Model & Governance

Retail GCC team topology, reporting structure, mandate documentation, parent retailer interface cadence, KPI framework, seasonal peak capacity planning

SansoviGCC

GCC REVIVE — Retail

Mandate reset for underperforming retail centres, technology platform rationalisation, team restructure, DPDP compliance remediation, HQ relationship repair

L&D — NetSkill

Retail domain upskilling: headless commerce architecture, demand forecasting (DeepAR), DPDP Act compliance, computer vision for retail, omnichannel operations. Via NetSkill or in-person.

How We Deliver — Three Layers

Constantly Evolving Regulatory Frameworks

Layer 1 — Knowledge

Sector research, regulatory intelligence, talent landscape analysis, technology benchmarking, and peer GCC performance data. You make decisions with full market context.

One Accountable Partner

Layer 2 — Setup & Build

Entity formation, workspace (GoodWorks managed offices), team hiring, technology platform selection, compliance framework setup, and operating model design.

Layer 2 — Setup & Build

Layer 3 — Growth & Optimisation

Mandate expansion, capability upgrade, leadership development (IIGC / NetSkill), GCC health diagnostics (REVIVE framework), and ongoing advisory.

Practice Areas & Technology Coverage

Our RetailX practice covers the full retail technology stack — from demand forecasting and supply chain intelligence through omnichannel platform engineering, personalisation AI, and in-store computer vision.
01

Demand Forecasting & Supply Chain AI

Probabilistic demand forecasting using Amazon DeepAR and custom LSTM models, inventory optimisation, markdown AI, supplier intelligence platforms, OTIF analytics, and automated replenishment systems — driven by POS, promotion calendar, weather, and social signals.
02

Omnichannel Platform Engineering

Headless commerce API development (Commercetools, VTEX, Salesforce Commerce Cloud), Order Management System (OMS) engineering, last-mile orchestration, BOPIS (Buy Online, Pick Up In Store) workflow, warehouse management system (WMS) integration, and unified inventory visibility across fulfilment nodes.
03

Personalisation & Customer Intelligence

Real-time product recommendation engines (transformer models, collaborative filtering), Customer Data Platform (CDP) implementation, first-party data strategy post-DPDP, multi-touch attribution, geolocation-based targeting, and AI-driven dynamic pricing systems.
04

Computer Vision & In-Store AI

Planogram compliance monitoring (real-time shelf gap detection), loss prevention AI (anomaly detection at checkout), customer footfall and journey analytics, frictionless checkout systems, and product recognition models for self-service retail applications.
05

D2C & Marketplace Platform Engineering

Direct-to-consumer brand platform development (Shopify Plus, custom PWA), Amazon/Flipkart API integration, dynamic pricing and retail media platform engineering, subscription commerce systems, digital shelf analytics, and social commerce platform development.

Ready to Build Your Retail & E-Commerce GCC?

Retail technology is among the fastest-moving GCC mandates. The RetailX CoE team brings the omnichannel platform expertise, DPDP compliance knowledge, and retail domain depth that your centre needs from the first sprint.

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SansoviGCC by GoodWorks Group is India’s Leading End-to-End GCC Solutions Platform to build, operate and scale GCCs.