Moving from Use Cases to Business Purpose – The New AI Imperative for Insurers
In the world of insurance, AI adoption is no longer a question of “why”- it’s about “how” and “what truly moves the needle.”
At DSW, we believe the future of AI in insurance isn’t just about building individual use cases. It’s about aligning every use case – every model, every agent, every interaction — to a clear Statement of Business Purpose (SBP).
Because when AI connects directly to what the business is trying to achieve, adoption becomes not just easier — it becomes inevitable.
DSW UnifyAI: A Platform Built Around Business Purpose
UnifyAI isn’t just a platform to build and deploy AI/ML or GenAI use cases – it’s a real-time AI engine designed to:
• Understand enterprise context
• Seamlessly integrate ML & GenAI workflows
• Enable modular but interconnected AI systems
• Deliver value at the point of business impact
Our approach is simple: Start with your business purpose. Then, map the AI/ML and GenAI use cases needed to get there.
What Do Business Purposes in Insurance Look Like?
Here are a few key Statements of Business Purpose (SBPs), but not limited to -emerging across insurers, where we see AI gaining real traction :
Why Is This Shift Important?
When AI use cases operate in isolation, value stays fragmented.
But when they are linked back to a unifying business purpose, here’s what changes:
They’re easier to justify internally, outcomes are measurable and visible, AI adoption becomes part of the business rhythm, stakeholders across functions rally around impact, it unlocks cross-functional compounding value
The DSW UnifyAI Advantage
DSW is not just bringing a platform. We’re bringing an AI operating layer, along with the expertise to walk with insurers through:
• Aligning use cases to SBPs
• Designing interconnected workflows (ML + GenAI)
• Implementing fast: 30 days for AI/ML, 2-4 hours for GenAI readiness
• Ensuring sustainable, governed, and scalable execution
More than just an UnifyAI platform – we are a committed AI partner, co-owning the journey to embed intelligence into the very core of insurance workflows.
Thought: AI That Understands Why
AI adoption tied to “what the business cares about” isn’t just more impactful – it’s more sustainable.
That’s the DSW UnifyAI difference.
Let’s build for outcomes, not just experiments.
Let’s align to purpose, not just pilots.
Let’s make AI count – where it matters most.
About the Author :
Entrepreneur | Open-Source Advocate | CEO Data Science Wizards | Founder VYugma and Regional Mentor of Change AIM Niti Ayog (Govt. Of India) | Adjunct Professor APSIT Engineering College | Isha Foundation Volunteer.
Before Founding VYugma and Data Science Wizards, Mr. Sandeep Khuperkar was the CTO and board member at Ashnik, where he built its India business from the ground-up and played an instrumental role in its expansion in Southeast Asia.
Mr. Sandeep Khuperkar brings 25 years plus of Industry experience, with 19 plus years in open source and building open source and Linux business models. He worked in various leadership capacities in IBM, RedHat to bring open source technologies to customers’ businesses by providing better solutions and even better services are his core areas of expertise.
Mr. Sandeep Khuperkar has been active in open source technology for over 19 years. Has a proven track record of building technology businesses across India and South East Asia. On the advisory board of Engineering Colleges. He is Regional Mentor Of Change for Atal Innovation Mission by NITI Aayog, an initiative by Govt. Of India. Accomplished speaker and contributor on open source solutions and consulting across India and South East Asia. He is a member of OSI and Linux Foundation and Community Moderator Alumni at opensource.com. Also being an active Isha Foundation Volunteer, he avidly helps create mindshare for holistic wellbeing, especially among students.
Mr. Sandeep Khuperkar earned his Bachelor of Engineering in Electronics from Shivaji University, Kolhapur, India.
Mr. Sandeep Khuperkar is Bestowed with the following Licences & Certifications:
https://www.linkedin.com/in/sandeepkhuperkar/details/certifications/
Mr. Sandeep Khuperkar can be contacted at:
Mobile : +91 99875 36436 | E-mail | LinkedIn | Twitter
About Data Science Wizards:
DSW is a visionary Data Science Consulting, AI Solutions & Services Company founded in 2019, head quartered in Mumbai, India, and having a presence in Bhopal, Dublin Ireland, and London.
We are a passionate team of individuals, collectively bringing extensive knowledge and experience in Enterprise Architecture, software development, data science, and open-source space with expertise across industry and technology solutions. By leveraging Artificial Intelligence, our data-driven products, platform solutions, and services enable enterprises and communities alike, making AI available for everyone.
Our goal is to empower customers with our ethical artificial intelligence-based services and solutions to help them achieve their business goals by harnessing their data. Our consultancy on data management and data engineering enables customers to make the best use of their data to boost business outcomes.
We would be glad to schedule an initial walkthrough. Please write us at [email protected] or call us at +91-9987536436
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Also read Mr. Sandeep Khuperkar‘s earlier article :
