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How One Invisible Data Problem Quietly Destroys Your Churn Models, Your Pricing, and Your AI Agents
Healthcare providers track the same patient under five name variations. Retailers can't tell when the same SKU is under two different codes. CPG companies buy demand data showing one product with three different names across channels. Supply chains have suppliers that are actually the same company. Every week. Same problem. Different domain. Your data doesn't know what it's describing.

Gandhinath Swaminathan
Jan 26 min read


How Early Adopters Are Driving 6-10% Revenue Growth With Agentic AI
Early adopters of Agentic AI are driving 6-10% revenue growth. This isn't yesterday's automation (RPA). It's a new class of AI that makes decisions and achieves goals, not just completes tasks. A recent Google Cloud study confirms 88% of early adopters are already seeing ROI. This is how you move from efficiency to profit.

Gandhinath Swaminathan
Nov 17, 20253 min read
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