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Aravind Ranganathan

Margin-Aware Offer Optimization: The Proven Framework to Stop Over-Discounting
Discount Optimization

Margin-Aware Offer Optimization: The Proven Framework to Stop Over-Discounting

The retention crisis is destroying margins faster than you think. While businesses desperately throw discounts at departing customers, they're unknowingly creating a vicious cycle that erodes profitability and trains customers to expect constant price reductions. The numbers are staggering: companies typically lose 15-25% of their profit margins through
08 Dec 2025 5 min read
7 Mistakes You're Making with AI Behavioral Analysis (and How to Fix Them)
Agentic AI

7 Mistakes You're Making with AI Behavioral Analysis (and How to Fix Them)

AI behavioral analysis is transforming how businesses understand their customers, but here's the thing: most companies are screwing it up. Big time. You've invested in fancy AI tools, collected mountains of data, and hired smart people. Yet your behavioral predictions are still missing the mark, your
08 Dec 2025 5 min read
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