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The #1 AI Metric That Actually Matters: Customer Satisfaction

 Published: March 10, 2026  Created: March 10, 2026

by Neha Jain

The nature of work is undergoing a fundamental shift. As artificial intelligence becomes increasingly embedded in how organizations operate, the relationship between humans and technology is being redefined. For India’s technology sector this moment presents both immense opportunity and important responsibility.

The rise of AI usage across Indian Tech Industry

Our recent survey of over 120 HR leaders in the industry highlighted that currently 20-40% of the work is being done through AI across functions with HR and IT Admin functions leading in terms of its usage.

This increase in use of AI is driven by its support in handling scale and complexity with speed, automating high-volume, repetitive work while improving productivity and reliability.

Moreover, the AI usage is not limited to support functions but is also making in roads across core operations with ~35% of the organizations highlighting more than 40% of the work is being done primarily through AI.

Among core operations software development leads in terms of AI usage followed by Intelligent Automation and BPM.

Top KPIs and their Impact

Companies are witnessing on an average a 25-35% improvement across key KPIs as a direct impact of using AI with employee productivity, error reduction and operational efficiency witnessing highest improvement followed by customer satisfaction and cost optimisation.

This might push us to assume that the highest impacted KPIs are the top KPIs that the companies might be keen on tracking.

However, when we asked HR leaders on top KPIs that they are tracking on AI usage – customer satisfaction took the top rank, primarily because companies only look forward to using any technology including AI only if it works well at the customer’s end and they derive real value from the shift, while all other KPIs have internal impact.

Ultimately, all the metrics other than customer satisfaction remain important indicators of AI success and are enables – but not the destination.

The true north for any new technology is customer satisfaction. If customers do not perceive tangible vale, no internal metric can compensate for that gap.

A satisfied customer drives retention, loyalty, advocacy – in turn long term revenue growth. Thus, customer satisfaction is noth another KPI but the key metric that validates all the other metrics.


https://community.nasscom.in/communities/future-work/1-ai-metric-actually-matters-customer-satisfaction>