What is the Avanade AI Reality Report?

It is Avanade's "Build Beyond Limits: AI Reality Report", launched on 3 November, comparing how business leaders across markets use AI and whether they have reshaped work around it.

How confident are Indian leaders about AI?

82% say they have high or complete confidence in their AI use, the most confident of any market surveyed, yet only 23% say teams have fundamentally reshaped how they work.

Why do returns still disappoint?

75% of Indian respondents say AI has yet to deliver returns justifying spend, and 74% say ROI has never been formally calculated and reviewed by finance or leadership.

What is holding transformation back?

Integration and scaling problems (47%), integrating AI with core systems and data (48%), and leaders underestimating how much organisations must change, according to the report.

Indian firms trust AI most, yet few reshape work around it

By Gagariya Editorial Desk•3 Nov 2026 IST•3 min read•Human Reviewed & Fact-Checked

Confidence is high, transformation is not

Avanade's AI Reality Report, launched on 3 November, puts a number on a gap Indian boardrooms will recognise. In India, 82% of business leaders surveyed say they have high or complete confidence that their teams are using AI effectively. Only 23% say their teams have fundamentally reshaped how they work around it. That is a 59 percentage point gap between confidence and change, wider than the 54 point gap across all markets surveyed. The report states that Indian respondents are the most confident of any market surveyed about their AI standing. 83% believe their company is ahead of competitors in using AI, against a 68% average. 27% say AI is used across all or nearly all relevant parts of the business, against 18% globally.

India leads on AI autonomy

Where India clearly pulls ahead is in handing AI real work. More than one in four (28%) say generative AI in their teams completes defined processes end to end without routine human approval, the highest of any market surveyed, against a 19% average. Only 24% of Indian respondents require explicit human approval before generative AI acts, the lowest share of any market and below the 29% average.

The numbers, India against the world

Measure	India	All markets surveyed
Confident in AI use	82%	72%
Teams fundamentally reshaped around AI	23%	18%
Gen AI completes defined processes without routine approval	28%	19%
Significant, measurable operational efficiency gains	44%	36%
Significant, measurable employee productivity gains	42%	36%
AI yet to deliver returns justifying spend	75%	65%
ROI never formally calculated or reviewed	74%	66%
India ranks first among all markets surveyed for reported operational efficiency gains (44%) and productivity gains (42%). But the financial story runs the other way. 75% of Indian respondents say AI has yet to deliver returns that justify the money and effort spent, and 74% say their organisation has yet to formally calculate AI ROI and have it reviewed by finance or leadership.

Who is affected, and what to do

For business leaders, the report's message is that the next stage is financial, not technical. Avanade India's managing director said companies that treat AI with the same financial discipline as any other major investment will be best placed to turn early momentum into lasting advantage. For teams, the brakes are familiar. 47% of Indian respondents report integration or scaling problems when deploying AI, the highest of any market surveyed, and 48% name integrating AI with core systems and data as a top challenge to redesigning how they work. 93% of Indian respondents agree leaders could do more to understand AI's capabilities and limitations.

Glossary

Guardrailed autonomy: AI allowed to act on its own inside pre-set limits, such as a defined process.
ROI: Return on investment, the financial gain measured against what was spent.
Fundamental reshaping: Redesigning how teams operate around AI, not just adding AI tools to existing work.

What happens next

No follow-up date for the next edition has been announced. The test the report sets is nearer term: whether Indian firms' next AI budgets arrive with finance-reviewed ROI figures attached. Until the 75% saying returns do not yet justify spend starts to move, the story stays the same, high confidence, real efficiency gains, and a transformation still waiting to be proved in financial terms.

Questions people ask

What is the Avanade AI Reality Report?: It is Avanade's "Build Beyond Limits: AI Reality Report", launched on 3 November, comparing how business leaders across markets use AI and whether they have reshaped work around it.
How confident are Indian leaders about AI?: 82% say they have high or complete confidence in their AI use, the most confident of any market surveyed, yet only 23% say teams have fundamentally reshaped how they work.
How far does AI autonomy go in India?: 28% of Indian respondents say generative AI completes defined processes end to end without routine human approval, the highest share of any market surveyed, against a 19% average.
Why do returns still disappoint?: 75% of Indian respondents say AI has yet to deliver returns justifying spend, and 74% say ROI has never been formally calculated and reviewed by finance or leadership.
What is holding transformation back?: Integration and scaling problems (47%), integrating AI with core systems and data (48%), and leaders underestimating how much organisations must change, according to the report.

Editorial Note: This explainer was researched using verified primary sources and official notifications, then independently fact-checked, reviewed, and finalized under human editorial guidance by the Gagariya desk.

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