New KPI on the block: Indian companies from banking to consulting start appraising leaders on AI implementation

Devina SenguptaShayan Ghosh
3 min read2 Jul 2026, 06:01 AM IST
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From banking to consulting, business houses have started rating 5-15% of their senior leadership based on how they used AI beneficially, along with factors like people management, operations and financials.(Reuters)
Summary
India Inc is stitching AI adoption into senior leadership performance appraisals. Companies like Axis Bank now demand measurable AI outcomes, signaling a shift from experimentation to accountability-driven AI integration.

Employers investing in artificial intelligence (AI)-led upskilling programmes for their staff want their money's worth. And the sure-shot way they’re doing it is by including AI adoption as a parameter in performance appraisals.

From banking to consulting, business houses have started rating 5-15% of their senior leadership based on how they used AI beneficially, along with factors like people management, operations and financials.

"Over the past few years, we have made sustained investments in upskilling our partners and people on AI. Today, AI is far more deeply integrated into our workflows, with significantly expanded access across teams,” said Vivek Prasad, partner and chief commercial officer at PwC India. “We will assess impact through measurable gains in productivity and efficiency and explicitly embed AI adoption as a parameter in performance evaluation."

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PwC is part of the audit and consulting coterie, which, like information technology companies, have been early adopters of AI. Over the past couple of years, advisory firms have used AI for research and documentation and now most of them have built AI-backed in-house platforms for tax services to clients as well.

The inclusion of AI as a performance parameter makes it tougher for employees whose appraisals are based on the bell curve model followed by many companies. The bell curve classifies employees as exceptional, average and poor performers, depending on how much of their core work goals are achieved. The largest chunk of employees—60-70%—typically falls into the average rating category and the rest are in the top and bottom categories.

The stringency of the bell curve ensures that a company can reward its best performers and retain them when times are uncertain. The best performers may be given 1.7-1.8x the salary increase of the average performer.

Private banks

Private lenders such as Axis Bank have already started measuring its top leaders against their AI work.

"AI implementation is embedded in our leaders' appraisals. It is part of their key result areas,” said Rajkamal Vempati, group head—human resources, at Axis Bank. “Our top leaders are each working on five to 10 AI projects, with the expectation that they spend about 20% of their time on these initiatives and demonstrate tangible outcomes."

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Axis Bank, India's third-largest private lender, hired Namrata Dubashi, a senior executive at McKinsey & Company, as its AI officer in June to spearhead its AI initiatives. The appointment is part of a broader strategy to prepare the bank for deeper usage of such tools and makes it one of the first Indian banks to have an AI officer.

"We are focused on moving beyond pilots to delivering measurable value, whether that is revenue uplift, cost efficiency, stronger risk management or improved customer experiences. The intensity of this effort has increased over the past six months," Vempati told Mint.

Compensation advisory firms estimate that this push to measure AI work performance will be limited to the top management for now and may percolate to the middle and lower orders later.

"AI is increasingly becoming part of senior leadership’s key performance indicators, alongside financial, operations, customer and people management goals. About 5-15% of senior leader goals could align to AI implementation as senior leaders are being increasingly asked to demonstrate use of AI and get their teams to work with it," said Roopank Chaudhary, partner for human capital solutions at Aon.

Typically, during reviews, 30-40% of the leaders' compensation depends on business performance linked to industry and company metrics and the remaining 60-70% is fixed.

Benefits, productivity

Sasken Technologies, a product engineering company, started measuring AI impact last year.

"That was when we really began to push hard across all levels, including enterprise management systems,” Rajiv C. Mody, managing director and chief executive officer, told Mint. “What we are measuring is, in a particular programme, what benefit do we derive because of AI? Did it reduce our time by 30%? Were we able to deliver more productivity because of AI?"

Conglomerates have stepped on the AI accelerator. Mint reported in June that Reliance Industries, India's most valuable company, asked its senior leadership across the oil-to-telecom business house to respond to a detailed survey in January and February on the AI-preparedness of their businesses and areas where the technology could be meaningfully deployed.

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For some of them, AI adoption is now part of their key responsibility areas and a performance appraisal metric. Reliance, which employs almost 420,000 people, is working on becoming an "AI-native" organization—one where the core processes of budgeting, payroll processing, cost control, revenue reconciliation and business planning are redesigned from the ground up with an AI-first approach.

About the Authors

Devina is a journalist and editor who covers workplaces, human resources, education and the consulting sector for Mint. Her reporting focuses on how work is evolving in India, from shifting corporate practices and labour policies to the rise of new career paths in the digital and creator economy.<br><br>She also writes the opinion column Pen Drive, where she offers sharp, accessible insights on workplace culture, leadership, and the broader social impact of economic change. Alongside this, she produces longform stories that explore the human side of work, highlighting real experiences, emerging trends, and underreported voices shaping the future of employment.<br><br>In her editorial role, Devina leads a team covering workplace issues, legal developments, telecom and the fast-growing creator ecosystem. She also hosts The Working Life, a podcast on HR trends in corporate India. Through conversations with industry leaders and experts, she examines topics such as talent management, workplace innovation, and career growth in a rapidly changing professional landscape.

Shayan leads the coverage for banking and finance in Mint. Based in Mumbai, he has spent 15 years as a journalist, joining the Mint team in 2018. Over the years, he has tracked the Reserve Bank of India (RBI), commercial banks, and the complex world of shadow banking.<br><br>His expertise goes beyond just reporting news, and he specializes in explaining the "why" behind India’s financial shifts. Shayan has covered major milestones in the industry, including the rollout of the Insolvency and Bankruptcy Code (IBC), mergers in the banking and non-banking space, and the many challenges facing the country's credit markets. He has tracked cases of wrongdoings at India’s private sector banks and murky boardroom battles, trying to get behind the scenes.<br><br>Shayan is driven by a commitment to accuracy and clear, honest reporting. He believes in making finance easy to understand, ensuring his readers and investors stay informed about the forces shaping their money. When not at work, he tries to hone his amateurish photography skills, read fiction, and listen to music. You can follow his work and updates on LinkedIn and Twitter/X.

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