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As enterprises increasingly adopt artificial intelligence (AI) solutions, they need to ensure that benefits from the technology are optimized and their AI projects secure assured outcomes. AI demands continued and long-term investment. To maximize the return on investment, an enterprise  must focus on the business, technology, people and process aspects. Key considerations include:

  • Establishing a comprehensive business case, vetted and validated by all stakeholders
  • Putting in place an agreement on measurable KPIs or metrics
  • Identifying acceptable techniques to measure the success of AI initiatives
  • Adopting and adapting core and complementary AI technologies
  • Securing the usage of data managing expectations around data privacy
  • Ensuring sustenance of AI solutions by ensuring strict regulatory compliance


We put forth a 12-C framework to drive successful AI initiatives with significant innovation impacts on your business.

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Mahesh Kshirsagar
CTO – Analytics and Insights, TCS

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