GAGANGUPTA

GAGANGUPTA

Categories
Insights & Articles

Designing Future-Ready Operating Models

Key Insights from Twenty-Five Years in the Field

What experience has taught me
My most durable lesson is that an operating model is a system of decisions, not a diagram
of boxes. Early in my career I led a redesign that produced an elegant structureclear
towers, clean spans, crisp process maps—that failed within eighteen months because we
had not redesigned decision rights. Work moved, but authority did not. Middle managers
in the retained organization continued to make the calls the new center was supposed
to own, creating shadow processes and duplicated cost. Since then, I begin every design
with a decision-rights map before any organization chart is drawn.
A second lesson: transformations fail at the seams. The internal design of a GBS or GCC
is rarely the problem; the interfaces—between the center and retained functions,
between global process owners and country leadership, between the center and its
enterprise customers—are where value leaks. In one multi-country consolidation I led,
we spent as much design effort on the retained organization and the hand-off protocols
as on the new center itself. That program hit its business case; most of its peers in the
same industry did not.
Third, scale is earned, not declared. The centers I have seen thrive followed a deliberate
maturity path: stabilize transactional work, industrialize it with standards and metrics,
then progressively earn the right to higher-value work—analytics, planning, product
engineering. Organizations that skip stages, moving complex judgment work into an
unproven center to accelerate savings, almost always pay it back in quality failures and
credibility loss that takes years to repair.

Common mistakes organizations make
Across dozens of programs, the same errors recur. Organizations design for cost and
discover too late they needed to design for capability; the business case that justified
the program becomes the ceiling on its ambition. They benchmark structures rather
than outcomes, copying a competitor’s model without the management system that made
it work. They underinvest in the retained organization, leaving a hollowed-out function
that can neither govern the center nor partner with it. They treat technology as the
transformation rather than its enabler—I have watched more than one program
celebrate a platform go-live while the underlying process, unstandardized and exceptionridden, simply ran badly at higher speed. And they declare victory at go-live, disbanding
the transformation team precisely when the hard work of adoption, stabilization, and
continuous improvement begins.
The most expensive mistake, however, is underestimating change fatigue. Operating
model change touches identity—people’s roles, status, and sense of competence.
Programs that manage only the mechanical change curve, and not the emotional one,
generate quiet resistance that no governance forum will surface until it is too late.

Categories
Insights & Articles

GCC Strategy

Building a GCC from Scratch Lessons from the Ground Up

What it really takes to build a Global Capability Centre, from hiring the first employee to scaling a high-performing organization.

By Gagan Gupta

When people visit a mature Global Capability Centre, they usually see the end result: modern offices, hundreds of employees, established leadership teams, and operations that run with confidence. What they don’t see are the years of uncertainty, difficult decisions, and countless small choices that made it possible.

I have spent more than twenty-five years building and scaling Global Capability Centres, Shared Services organizations, and global operations across different industries and geographies. Every journey has been different, but one lesson has remained constant there is no universal blueprint for building a successful GCC.

Every organization starts with its own strategy, culture, and business priorities. Every market presents different opportunities and challenges. What works for one company may not work for another. Building a GCC is not about following a checklist. It is about making sound decisions consistently, learning quickly from mistakes, and earning trust over time.

Many companies begin their GCC journey with a financial business case. Lower operating costs are often what secure executive approval. While cost efficiency is important, it is rarely what determines long-term success.

The most successful GCCs eventually become much more than delivery centres. They become trusted partners that influence business decisions, develop future leaders, drive innovation, and strengthen the organization’s global capabilities. Reaching that point requires much more than hiring people and leasing office space. It requires patience, leadership, governance, and a clear long-term vision.

Why Organizations Build GCCs Today

The purpose of GCCs has changed dramatically over the last two decades.

Earlier in my career, almost every discussion centered on labour arbitrage. Organizations wanted to reduce costs by moving transactional work to lower-cost locations. Success was measured by savings and headcount.

Today’s conversations are very different.

Organizations establish GCCs because they need access to specialized talent, digital capabilities, engineering expertise, analytics, cybersecurity, AI, finance, HR, and product development skills that are increasingly difficult to scale in their home markets.

The role of the GCC has evolved from supporting the business to helping shape it.

Many of the strongest centres now own critical business functions, lead transformation programs, build enterprise platforms, and contribute directly to innovation. Some even influence product strategy and customer experience.

This shift also changes how leaders should think about building a GCC.

If the objective is simply to reduce cost, decisions naturally focus on efficiency. If the objective is to build long-term capability, the conversation changes completely. Talent quality, leadership strength, learning, culture, and innovation become just as important as operational metrics.

The organizations that recognize this difference early are usually the ones that create lasting value.

Choosing the Right Operating Model

One of the first questions organizations face is whether to build a captive GCC, outsource operations, adopt a Build-Operate-Transfer (BOT) model, or use a combination of approaches.

There is no universally correct answer.

Each model has advantages, and the right choice depends on the organization’s long-term strategy rather than current market trends.

A captive GCC offers the highest level of control. Processes, knowledge, leadership, and culture remain within the organization. Over time, this creates institutional capability that becomes increasingly valuable. The trade-off is that building a captive operation requires significant investment, experienced leadership, and patience.

Outsourcing provides speed and flexibility. An experienced partner can establish operations quickly, scale resources when demand changes, and reduce upfront investment. For organizations looking to move quickly or support non-core activities, this approach often makes good business sense.

The challenge is that knowledge and capability largely remain with the service provider. If strategic priorities change later, rebuilding those capabilities internally can be difficult.

The BOT model attempts to combine the strengths of both approaches. An external partner establishes operations before ownership transfers to the client organization.

While attractive in theory, the transfer phase often proves more complex than expected. Employees may identify more strongly with the operating partner than the future owner, and organizational culture rarely transfers automatically with legal ownership. Successful BOT transitions require planning from the very beginning, not shortly before the handover.

In my experience, organizations make better decisions when they ask one simple question:

“Is this capability central to our competitive advantage?”

If the answer is yes, building internal capability through a captive model is often the better long-term investment.

If speed, flexibility, or specialized execution are the priority, outsourcing or a hybrid model may be the right choice.

Whatever the decision, it should support where the business intends to be five or ten years from now, not simply deliver the lowest cost next year.

Before Hiring Employee Number One

One of the biggest misconceptions about building a GCC is that success begins with recruitment.

It doesn’t.

The most important work happens before the first job offer is ever made.

A strong business case is the foundation. Not just a financial model, but a clear definition of what the GCC is expected to become. Which functions will it own? How will success be measured? What capabilities should it build over the next three to five years?

Without clear answers, organizations often spend years reacting instead of executing.

Executive sponsorship is equally important.

I’ve seen promising GCCs lose momentum simply because their executive sponsor moved into another role. Suddenly the centre no longer had a strong advocate at headquarters, and priorities shifted elsewhere.

Before launching any new operation, one question deserves careful consideration:

Who will continue championing this GCC when business conditions become difficult?

If that answer isn’t clear, neither is the future of the centre.

The operational groundwork deserves just as much attention.

Legal entity formation, regulatory approvals, tax structures, technology infrastructure, cybersecurity, real estate, vendor selection, and compliance may not be exciting topics, but overlooking any one of them can delay a launch by months.

Some of the most expensive project delays I’ve encountered had nothing to do with talent. They were caused by administrative decisions that seemed minor during planning.

Governance should also be established before operations begin.

Who owns decision-making?

How will global stakeholders engage with the GCC?

Which metrics define success?

How frequently will performance be reviewed?

Organizations sometimes wait until after hiring begins to answer these questions. By then, expectations have already diverged across regions, making alignment much harder.

Clear governance creates clarity, and clarity creates confidence.

Hiring the First Employees

Hiring the first employees is unlike any other stage of growth.

Early hires are taking a calculated risk. They are joining an organization that often has no established reputation in the local market, limited infrastructure, and few visible career paths. They are investing their careers in a vision that has yet to be fully realized.

That makes every hiring decision disproportionately important.

During the first year, technical expertise matters, but mindset matters even more.

People who thrive in mature organizations sometimes struggle in startup environments where processes are still being built. On the other hand, individuals who enjoy solving problems, working across multiple responsibilities, and creating structure from ambiguity often become the future leaders of the organization.

One lesson changed my hiring philosophy early in my career.

I once placed too much emphasis on impressive résumés and well-known company names. Those credentials certainly reflected experience, but they didn’t always predict success in an environment where nothing was established yet.

Since then, I have looked beyond pedigree.

I pay closer attention to curiosity, resilience, collaboration, and evidence that someone has successfully built or transformed something before.

Skills can be developed.

Mindset is much harder to teach.

Building an employer brand is another early challenge. Most new GCCs begin with little market recognition. Candidates naturally compare them with established multinational organizations offering familiar career paths.

I found that honesty consistently worked better than polished marketing.

Instead of presenting an idealized picture, we explained exactly where we were in the journey, what had already been built, what challenges remained, and what opportunities employees would have to shape the organization.

Not every candidate accepted the offer.

But the ones who did usually became the builders we were looking for.

They weren’t joining for comfort.

They were joining to create something meaningful.

Categories
Insights & Articles

Global Capability Centres

The Next Decade of Global Capability Centres From Cost Efficiency to Enterprise Value Creation

Global Capability Centres have outgrown their cost-arbitrage origins. India now hosts 2,117 GCCs generating USD 98.4 billion in revenue and employing 2.36 million professionals yet only 5% operate as true AI-led transformation hubs.

This working paper examines why: the strategic role of GCCs has changed faster than the enterprise operating models around them. Drawing on FY2026 industry data from Nasscom–Zinnov, Everest Group, Deloitte, EY, Gartner, and the WEF, I analyze six trends reshaping the model generative and agentic AI, automation, decision intelligence, product engineering, cybersecurity, and talent transformation and argue that leadership depth and governance, not technology or talent, are now the binding constraints on value creation. The paper closes with role-specific recommendations for CEOs, COOs, CIOs, CHROs, and GCC leaders for 2026–2031.

Categories
Uncategorized

Best Way To Design

Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry’s standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. It has survived not only five centuries, but also the leap into electronic typesetting, remaining essentially unchanged. It was popularised in the 1960s with the release of Letraset sheets containing Lorem Ipsum passages, and more recently with desktop publishing software like Aldus PageMaker including versions of Lorem Ipsum.

First, solve the problem. Then write the code.

It is a long established fact that a reader will be distracted by the readable content of a page when looking at its layout. The point of using Lorem Ipsum is that it has a more-or-less normal distribution of letters, as opposed to using ‘Content here, content here’, making it look like readable English. Many desktop publishing packages and web page editors now use Lorem Ipsum as their default model text, and a search for ‘lorem ipsum’ will uncover many web sites still in their infancy. Various versions have evolved over the years, sometimes by accident, sometimes on purpose (injected humour and the like).

In some ways, programming is like painting. You start with a blank canvas and certain basic raw materials. You use a combination of science, art, and craft to determine what to do with them.

The standard chunk of Lorem Ipsum used since the 1500s is reproduced below for those interested. Sections 1.10.32 and 1.10.33 from “de Finibus Bonorum et Malorum” by Cicero are also reproduced in their exact original form, accompanied by English versions from the 1914 translation by H. Rackham.

Contrary to popular belief, Lorem Ipsum is not simply random text. It has roots in a piece of classical Latin literature from 45 BC, making it over 2000 years old. Richard McClintock, a Latin professor at Hampden-Sydney College in Virginia, looked up one of the more obscure Latin words, consectetur, from a Lorem Ipsum passage, and going through the cites of the word in classical literature, discovered the undoubtable source. Lorem Ipsum comes from sections 1.10.32 and 1.10.33 of “de Finibus Bonorum et Malorum” (The Extremes of Good and Evil) by Cicero, written in 45 BC. This book is a treatise on the theory of ethics, very popular during the Renaissance. The first line of Lorem Ipsum, “Lorem ipsum dolor sit amet..”, comes from a line in section 1.10.32.

Categories
Platforms & Products Built

Aberto

AI assistant for next-generation HR shared services conceptualized and leading development.

Introduction

As organizations embraced digital transformation, HR shared services were under increasing pressure to deliver faster, more personalized support while managing growing employee expectations. Traditional service models relied heavily on manual processes, fragmented knowledge bases, and repetitive support requests, limiting both efficiency and the employee experience. Aidosol envisioned a new approach, an AI-powered assistant that could transform how employees and HR teams interact.

The Challenge

HR service teams spent significant time responding to repetitive employee queries, navigating multiple systems, and manually retrieving policies, payroll information, and HR documents.

Organizations faced several challenges:

  • High volumes of repetitive HR support requests
  • Information scattered across multiple systems and knowledge repositories
  • Slow response times and inconsistent employee experiences
  • Limited self-service capabilities
  • Increasing operational costs as organizations scaled

Businesses needed an intelligent digital assistant that could simplify employee interactions while improving service efficiency.

Why It Was Built

Aberto was conceived as an AI-powered HR assistant designed to provide employees with instant, accurate, and context-aware support across HR shared services.

Rather than functioning as a simple chatbot, Aberto was designed to understand employee intent, retrieve information from multiple enterprise systems, automate routine HR processes, and assist HR teams with faster case resolution.

The vision was to create an intelligent digital colleague that improves both employee experience and operational efficiency.

My Role

I conceptualized Aberto and continue to lead its product vision, functional design, and development strategy. Working closely with business stakeholders, HR professionals, and technology teams, I defined the platform’s capabilities, user experience, AI workflows, and roadmap to create a scalable AI assistant tailored for modern HR shared services.

Problem It Solves

Aberto transforms HR service delivery by providing employees and HR teams with a single AI-powered interface for everyday HR interactions.

The platform enables organizations to:

  • Automate responses to routine HR enquiries
  • Provide 24/7 employee self-service
  • Retrieve information from multiple HR systems through a single interface
  • Guide employees through HR processes and policies
  • Reduce manual workload for HR service teams
  • Improve response times and service consistency
  • Enhance employee experience through conversational AI

Lasting Value

Aberto represents the next generation of HR shared services, where AI augments human expertise rather than replacing it. By combining conversational AI, intelligent automation, and enterprise knowledge, the platform helps organizations deliver faster, smarter, and more scalable HR services while enabling HR teams to focus on higher-value work.

Categories
Awards & Honours

Insights Success Magazine Recognition

India’s Leading IT Company to Follow

AIDOSOL was recognized by Insights Success Magazine in its special edition, “India’s Leading IT Company to Follow.”

The recognition acknowledges AIDOSOL’s innovative approach to technology consulting and cloud-enabled business solutions. Led by Gagan Gupta, the company has been recognized for helping organizations embrace digital transformation through modern technology, automation, and scalable consulting services.

Being featured among India’s leading technology companies reflects AIDOSOL’s commitment to innovation, customer success, and delivering measurable business outcomes.

Categories
Awards & Honours

Lucknow Review Magazine Feature

Featured by Lucknow Review Magazine

AIDOSOL was featured by Lucknow Review Magazine for its contribution to helping organizations unlock business value through data, automation, and shared services consulting.

Under the leadership of Gagan Gupta, CEO & President, AIDOSOL was recognized for enabling organizations to leverage data-driven insights, digital transformation, and modern shared services solutions to improve operational performance and support long-term business growth.

This feature highlights AIDOSOL’s commitment to delivering practical, technology-enabled business solutions that help organizations adapt and succeed in an evolving digital landscape.

Categories
Platforms & Products Built

IIPRO

As hiring volumes increased, recruiters and hiring managers struggled to balance speed with quality. Manual interview scheduling, inconsistent evaluations, and lengthy screening processes slowed recruitment while making it difficult to provide a consistent candidate experience. Procloz envisioned an AI-powered interview platform that could help organizations scale hiring without compromising assessment quality.

The Challenge

Traditional interview processes were resource-intensive and often inconsistent across hiring teams.

Key challenges included:

  • High recruiter workload for interview coordination
  • Inconsistent candidate evaluations
  • Delays in shortlisting qualified candidates
  • Limited standardization across interview panels
  • Difficulty scaling recruitment during high-volume hiring
  • Poor visibility into candidate assessment data

Organizations needed a smarter, technology-driven approach to improve recruitment efficiency and decision-making.

Why It Was Built

IIPRO was developed as a white-labelled AI-powered interview platform that enables organizations to automate and standardize the interview process while delivering a branded candidate experience.

The platform leverages AI to conduct structured interviews, capture candidate responses, generate assessment insights, and support recruiters with data-driven hiring decisions, helping organizations recruit faster and more consistently.

My Role

I led the product vision, business requirements, and platform strategy for IIPRO, working with recruitment, product, and engineering teams to design AI-driven interview workflows, define assessment capabilities, and deliver a scalable platform that organizations could customize under their own brand.

Problem It Solves

IIPRO modernizes recruitment by automating and standardizing candidate assessments.

The platform enables organizations to:

  • Conduct AI-assisted structured interviews
  • Standardize candidate evaluations across hiring teams
  • Reduce recruiter effort through interview automation
  • Generate data-driven candidate assessment insights
  • Improve hiring consistency and decision quality
  • Deliver a white-labelled recruitment experience
  • Scale hiring across multiple roles and locations

The result is a faster, more efficient, and more objective recruitment process.

Lasting Value

IIPRO transformed traditional interviewing into an intelligent, AI-enabled recruitment experience. By combining automation, standardized assessments, and actionable hiring insights, the platform helps organizations improve recruitment quality, accelerate hiring decisions, and build scalable talent acquisition processes for future growth.

Categories
Platforms & Products Built

i-Check

Automated payroll validation engine reconciling input-vs-output data within seconds.

As payroll operations scaled across multiple clients, validating payroll data became increasingly complex and time-consuming. Payroll teams spent countless hours performing manual checks, comparing reports, and identifying discrepancies before payroll could be processed. These repetitive activities not only delayed payroll cycles but also increased the risk of costly errors. Procloz needed a smarter, automated approach to ensure payroll accuracy while improving operational efficiency.

The Challenge

Payroll validation relied heavily on manual reviews and spreadsheet-based comparisons, making the process difficult to scale.

Key challenges included:

  • Time-consuming manual payroll validations
  • High risk of human error
  • Difficulty identifying payroll anomalies quickly
  • Delays in payroll processing
  • Inconsistent validation across clients
  • Limited visibility into payroll exceptions

The business needed an intelligent validation engine that could automate payroll quality checks before payroll execution.

Why It Was Built

i-Check was developed as an automated payroll validation engine to verify payroll data, detect discrepancies, and streamline payroll quality assurance before processing.

By automating complex validation rules and exception reporting, the platform significantly reduced manual effort while improving payroll accuracy, consistency, and compliance across clients.

My Role

I led the concept, business requirements, and solution design for i-Check, collaborating with payroll, operations, and technology teams to define validation logic, automation workflows, and reporting capabilities that transformed payroll quality assurance into a faster and more reliable process.

Problem It Solves

i-Check automates payroll validation by intelligently reviewing payroll data before processing.

The platform enables organizations to:

  • Automate payroll validation checks
  • Detect payroll anomalies and exceptions
  • Compare payroll changes across pay periods
  • Reduce manual quality assurance effort
  • Improve payroll accuracy and consistency
  • Accelerate payroll processing timelines
  • Strengthen compliance and audit readiness

The result is a faster, more accurate, and scalable payroll validation process.

Lasting Value

i-Check transformed payroll validation from a manual, spreadsheet-driven activity into an intelligent automated process. By improving payroll accuracy, reducing operational risk, and accelerating payroll delivery, it enabled payroll teams to focus on exception management and strategic value rather than repetitive manual verification.

Categories
Platforms & Products Built

EVYA

Internal EOR onboarding platform (mini-HCM) digitizing the employee lifecycle.

As Procloz expanded its Employer of Record (EOR) services, managing employee onboarding and lifecycle activities across multiple clients became increasingly complex. Many HR processes were still handled through emails, spreadsheets, and disconnected systems, resulting in delays, limited visibility, and inconsistent employee experiences. The organization needed a digital platform that could streamline the entire employee journey while supporting the unique requirements of EOR operations.

The Challenge

Managing employees across different clients, countries, and compliance requirements required significant manual coordination.

Key challenges included:

  • Manual onboarding and document collection
  • Disconnected employee records across multiple systems
  • Limited visibility into onboarding progress
  • Inconsistent employee experiences
  • Administrative effort across the employee lifecycle
  • Difficulty scaling EOR operations efficiently

The business required a centralized platform to digitize and standardize employee management from hire to exit.

Why It Was Built

EVYA was developed as an internal HCM and EOR platform to digitize the complete employee lifecycle, from onboarding and document management to employee records and HR workflows.

The platform was designed to simplify EOR operations, reduce manual effort, improve compliance, and provide HR teams with a single system to manage employees throughout their employment journey.

My Role

I led the product vision, business requirements, and platform design for EVYA, working closely with HR, operations, product, and technology teams to define user journeys, prioritize features, and deliver a scalable platform tailored to the operational needs of an EOR business.

Problem It Solves

EVYA centralizes employee lifecycle management into a single digital platform, enabling organizations to:

  • Digitize employee onboarding and offboarding
  • Manage employee profiles and HR records
  • Automate document collection and verification
  • Standardize HR workflows across clients
  • Track onboarding progress in real time
  • Improve compliance and operational visibility
  • Reduce manual administration across EOR operations

The platform simplifies employee management while enabling HR teams to scale operations more efficiently.

Lasting Value

EVYA established a digital foundation for Procloz’s EOR operations by replacing fragmented manual processes with an integrated employee lifecycle platform. It improved operational efficiency, enhanced the employee onboarding experience, strengthened compliance, and created a scalable solution capable of supporting future growth across clients and geographies.