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Rational sustainability. Cost. Scale. Truth.
Systems thinking applied to products, AI, and sustainability,


When a 9 Becomes a 3: The Quiet Problem of Character Confusion in Handwriting AI
A surprising amount of the world still runs on handwriting. Insurance claim forms, delivery notes, bank and loan applications, invoices with handwritten amendments, meter readings, patient intake sheets, land and property registers, exam answer scripts, field inspection logs. Every one of them is full of numbers and short codes that someone eventually has to turn into data.
Oct 45 min read


FinCorp Vendor-Sales Verification Bot — I Built a WhatsApp Compliance Chatbot for a ₹5–50L Loan Network in a Week
FinCorp Vendor-Sales Verification Bot — I Built a WhatsApp Compliance Chatbot for a ₹5–50L Loan Network in a Week
Sep 196 min read


AI Fraud Detection in Insurance: What Works at Scale and What Doesn't
AI-Based Fraud Detection for Image & Video Evidence in Insurance Claims
Nov 1, 202510 min read


Beyond the Beaujolais: Why French Medical Claims are a Different Bottle of Wine
Navigating French health claims isn't like other markets. Discover the unique two-tiered system and its working.
Sep 27, 20257 min read


Low Code No Code, Software Innovations and the Rise of Citizen Developer: A case for Low code
A Case for Low Code No Code, Software Innovations and the Rise of Citizen Developer
Dec 18, 202319 min read
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