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Could a Payments Graph Transform How We Understand Spend Behavior?

Could a Payments Graph Transform How We Understand Spend Behavior? October 24, 2025 Building on Tony Seale’s framing of graphs as living systems—where knowledge emerges through relationships—this piece explores how a Payments Graph could transform our understanding of value flow. It’s a shift from transactions to interactions, and from prediction to agentic orchestration. Let’s reimagine […]

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Does Data Location Still Matter?

Does Data Location Still Matter? Jyothsna Santosh Jyothsna Santosh AI & Data Science Leader | Human-Centered Innovation | Banking, Retail & Healthcare | Shaping Scalable, Trusted Intelligence Systems July 31, 2025 Enterprises Can derive Value Without Moving Every Byte Enterprise data is everywhere, and often everywhere at once. It lives across: Legacy systems (IBM mainframes,

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From Chatbots to Colleagues: Building Multi-Agent LLM Systems That Think, Plan, and Collaborate

From Chatbots to Colleagues: Building Multi-Agent LLM Systems That Think, Plan, and Collaborate Jyothsna Santosh Jyothsna Santosh AI & Data Science Leader | Human-Centered Innovation | Banking, Retail & Healthcare | Shaping Scalable, Trusted Intelligence Systems July 17, 2025 Introduction Large language models are more than just chatbots. With the right scaffolding, they become planners,

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From A/B to Accountability: Rethinking Experimentation in Dynamic, Real-Time Systems

From A/B to Accountability: Rethinking Experimentation in Dynamic, Real-Time Systems By Jyothsna Santosh – AI & Data Science Leader | Human-Centered Innovation | Banking, Retail & Healthcare | Shaping Scalable, Trusted Intelligence Systems In the age of digital optimization, experimentation is everywhere—from headline tests on e-commerce pages to algorithmic recommendations in financial apps. But here’s

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Anonymize Everything, Then Activate Everything.

Anonymize Everything, Then Activate Everything. Jyothsna Santosh Jyothsna Santosh AI & Data Science Leader | Human-Centered Innovation | Banking, Retail & Healthcare | Shaping Scalable, Trusted Intelligence Systems July 9, 2025 Picture this: your enterprise sits on a mountain of valuable data, customer behavior logs, transactional histories, engagement signals, flowing in from dozens of business

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From Clicks to Clarity: Making Sense of Web Clickstream Data

From Clicks to Clarity: Making Sense of Web Clickstream Data By Jyothsna Santosh AI & Data Science Leader | Human-Centered Innovation | Banking, Retail & Healthcare | Shaping Scalable, Trusted Intelligence Systems June 5, 2025 In today’s omnichannel world, every click is a clue. But collecting raw clickstream data isn’t enough. The true value emerges

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Confessions of a (Not-Quite) Slot Machine Designer

Confessions of a (Not-Quite) Slot Machine Designer By Jyothsna Santosh AI & Data Science Leader | Human-Centered Innovation | Banking, Retail & Healthcare | Shaping Scalable, Trusted Intelligence Systems Designing for Impact, One Spin at a Time — Lessons from 100,000 Simulations I’m not a game designer. But I am a data scientist fascinated by

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The Price Is (Almost) Right: Why Retailers Need More Than Deep Learning

The Price Is (Almost) Right: Why Retailers Need More Than Deep Learning By Jyothsna Santosh Pricing in retail isn’t just a science; it’s a high-stakes strategy conversation. It sits at the intersection of business judgment, customer behavior, and machine intelligence. With portfolios that include hundreds of thousands of SKUs, even a 1% price shift can

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Beyond Transactions: Unlocking Small Business Potential with Data Science and Generative AI

Beyond Transactions: Unlocking Small Business Potential with Data Science and Generative AI By Jyothsna Santosh – AI & Data Science Leader | Human-Centered Innovation | Banking, Retail & Healthcare | Shaping Scalable, Trusted Intelligence Systems Why This Matters Small businesses are the backbone of local economies, yet the way we understand and support them is

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