Ashok Godara

Technology & AI

AI Adoption for Indian Enterprises: A Practical Checklist for 2026

The question I hear most from business owners is no longer 'what is AI?' but 'where do we start without wasting money?' The answer is rarely a bigger model. It is a clearer problem, cleaner data and a team that knows how to use the result.

The context

India's AI Impact Summit was held from 16 to 20 February 2026 at Bharat Mandapam, New Delhi, under the IndiaAI Mission. Reports around it mention more than 38,000 GPUs provisioned under the mission and indigenous foundation models selected for multilingual use. Please verify the figures on the official PIB and IndiaAI pages.

A practical checklist

  • Pick two or three clear use cases, such as customer support, document processing or forecasting.
  • Clean and organise your data before any model work begins.
  • Decide build or buy, and check vendor security and data location.
  • Set up human review for important decisions.
  • Train staff and measure results against a baseline.
  • Prepare for data protection obligations under the DPDP Act.

Mistakes to avoid

  • Starting with a tool, not a problem.
  • Ignoring security and privacy.
  • Expecting instant returns without change management.

The Chairman's takeaway

Start small, measure honestly and keep a human in charge of important decisions. AI should make a good team faster, and it will not make an unclear process clear.

Frequently asked questions

How much should a mid-size company spend on a first AI project?

Begin with a small pilot with a clear success measure, then scale only what shows results. The budget depends on the use case and data readiness.

Sources

This article is general information and a leadership perspective. It is not legal, financial, tax or investment advice. Please consult a qualified professional for your situation. Facts and figures are taken from the public sources listed above and may change.

Ashok Godara, Founder, Chairman & Managing Director, ATTPL HOLDCO / ATTPL GROUP, Jaipur, Rajasthan

Ashok Godara

Founder, Chairman & Managing Director, ATTPL HOLDCO / ATTPL GROUP, Jaipur, Rajasthan, India.

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