Kanishk Pansari

Writing

Thinking out loud

4 posts

May 14, 2026
ReactFastAPIPostgreSQL

Building FinanceAI - When Your Bank Data Becomes Actually Useful

Banks already have all your transaction data. The problem isn't capture - it's that the data sits behind clunky interfaces nobody opens twice a month. FinanceAI is what happens when you treat that data as a product instead of a statement.

April 10, 2025
Data AnalysisBusinessCareer

What Sales Taught Me About Data That No Dataset Ever Could

I study data engineering. I work in sales. Most people treat those as opposites. Here's why that combination is the most useful thing on my resume - and what it taught me about why most data work fails before it starts.

March 10, 2025
PythonMachine LearningScikit-learn

Building a Business Analyzer - What ML Taught Me About Real Decisions

Predicting business performance sounds straightforward until the model is right and the business still makes the wrong call. Here's what building a predictive financial tool taught me about the gap between data and decisions.

January 15, 2025
PythonPandasEDA

What I Learned Building a CSV Analyzer - And Why Data Quality Is a $3 Trillion Problem

Bad data costs the global economy trillions every year. Building a tool to fix it taught me more about real-world data engineering than any course ever could.