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Published on Fri Sep 25 2026
Updated on Fri Sep 25 2026
5 minute read
An automated system has answered a customer’s question. The answer is accurate in itself, but it has missed the true reason for the contact. The customer has to explain the situation again, this time to human support. The support representative resolves the issue, but notices something else: the same misunderstanding keeps appearing across multiple customer journeys. When a mistake repeats at scale, who owns the lesson? And what should a global enterprise expect from a CX partner whose job includes improving the system, not just closing the ticket?
Those questions point to a broader shift in what businesses should be asking of CX operations - in India more perhaps than anywhere else. Having long supported international customer operations through its talent, technology expertise, and experience across global markets, India’s strengths now offer a new application: helping businesses understand how automated journeys perform in real customer situations, identify where they fall short, and improve them. Explore how procurement continues to underrate this novel capability - and how to benefit from it instead.
When assessing offshore CX partners, procurement scorecards tend to focus on cost, volume potential, and service levels - metrics that keep the conversation focused on scale. Those measures matter, but they leave another question unanswered: what can a partner learn from the customer interactions it handles? A second, quieter bias - based on an assumption that can be just as limiting - is that India’s talent itself is primarily suited to handling contact volume rather than contributing to the judgment and analysis behind the experience.
But while your best CX hire might not speak perfect English, hiring practices that prioritize accent and pronunciation over analytical skill reinforce the same limitation, treating language fluency as a proxy for core proficiency that technology has already made less relevant. As AI handles more routine interactions, human contributions are changing. The value of the CX representative increasingly lies in understanding context, recognising patterns and knowing when an automated journey has failed to address the customer’s actual need.
Both of these common assumptions leave the same strategic value on the table: an operation close enough to the customer to notice what automation gets wrong, and skilled enough to fix it. But India's strength was never just headcount or low-cost resourcing. It is a talent base built to review, improve, and govern the automated decisions behind these journeys.
What often gets overlooked is the size and quality of the workforce already inside India's technology and CX ecosystem. Stanford's 2026 AI Index identifies 50,460 AI authors and inventors in India, the second-largest national pool in its dataset after the United States. India also ranks third in Stanford's Global AI Vibrancy ranking, behind the United States and China. Those figures do not, by themselves, demonstrate CX capability - but they do illustrate the depth of the wider technology ecosystem in which India’s CX operations sit, which is, to support more than transaction handling. The opportunity lies in connecting that capability with the feedback loops that help AI-supported journeys become more accurate and useful.
At Transcom, our India operations in Gurugram, Jaipur, and Pune don’t just serve as the peak management stores of a wider international CX network. They’re tangible learning hubs where technology deployment and frontline insight meet, combining skilled teams with technology-enabled delivery for global businesses. Here, an employee who recognises a recurring misunderstanding helps identify a gap in the information available to the system. Quality reviewers and analysts show where automated responses create confusion and establish whether identical issues span multiple customer touchpoints or markets.
India’s strategic contribution grows when those observations reach the teams responsible for improving the experience. That is where the role of India’s CX operations extends into the governance of automated journeys.
Governance isn’t limited to policies, approval meetings, or technical controls. It shapes what happens next: when a business changes the point at which technology should hand a request to an employee, updates the information behind an automated response, or changes how an outcome is reviewed. CX hubs in India already make these human-in-the-loop decisions every day. Why bolt governance on after something goes wrong when the operation already has the people and judgment to build it in from the start?
At Transcom, we see automation, employee support, and analytics as connected parts of CX. Our AI solutions bring together three pillars: AI Autopilot supports automated voice and text interactions, AI IVR and scheduled callbacks; AI Copilot supports representatives in real time with capabilities such as next-best-action prompts, real-time translation and accent neutralization; and AI Insights analyses interactions to support automated quality checks, surface sentiment and predictive insights, and identify recurring root causes.
The important point is how these work together. Automation handles predictable demand. Employees provide context when the journey becomes more complex. Analytics identifies what is happening across those interactions, and where the underlying experience needs to change. India’s teams operate across this cycle, creating a link between what customers experience and how the systems supporting them are improved. This way of working is what procurement should increasingly seek out - and learn to assess.
Moving towards a modern, comprehensive Indian CX procurement strategy doesn’t mean neglecting to measure price, capacity, and efficiency. It means expanding frameworks to factor in how effectively a partner can identify what sits behind an escalation and act on it.
As such, procurement should incorporate the more useful questions that come after the escalation:
Performance on these points gives leaders a clearer view of the holistic value a partner can create to drive operations towards optimisation while maintaining day-to-day delivery. While a partner that only handles additional demand gives a business more capacity, one that helps remove the causes of repeated inquiries provides the business itself a better experience. That distinction becomes increasingly important as more of the customer journey becomes automated. The more interactions technology handles, the more valuable the human interactions that remain can become as sources of insight - and India’s got plenty of tech-savvy talent to take the lead here.
India’s next role in global CX won’t be defined solely by the number of interactions it can support. Its greater importance will come from helping global businesses understand where automated journeys fall short and how skilled teams can improve them. For procurement leaders, the question is no longer what work India can receive, but what competitive value an India partnership can help develop.
At Transcom, we believe technology should create speed and consistency while employees bring context, judgment, and accountability to the moments that require them. The future of the industry belongs to businesses that leverage strategic insight to drive superior outcomes for a worldwide audience. Talk to us about building that operational intelligence into your CX programme.

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An automated system has answered a customer’s question. The answer is accurate in itself, but it has missed the true reason for the contact. The customer has to explain the situation again, this time to human support. The support representative resolves the issue, but notices something else: the same misunderstanding keeps appearing across multiple customer journeys. When a mistake repeats at scale, who owns the lesson? And what should a global enterprise expect from a CX partner whose job inclu

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