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WorkShipped · Mar 2026

ExcelChatBot

Spreadsheet Q&A Chatbot

What it offers

Ask a plain-English question across several Excel files and get an answer computed by Pandas, not guessed by a model — the data never leaves the machine.

Answering a question across several spreadsheets usually means manual lookups — this lets Pandas compute the answer instead of a model guessing it.

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How it started · 19 Mar 2026

“ok, Here is the Claude Context for what I have done, and my learnings. Now, I was thinking to build a chatbot for an excel. its like Copilot in Excel where it can answer any query from excel data. What I want to buil...”

1 session later → ExcelChatBot

How it evolved

  • Model writes the code, Pandas computes the answer
  • Chose Flask as the middle layer over the alternatives
  • Runs on a swappable, free model for the code step

Patterns

1session
~7Kwords
~8Ktokens
Exploring · 1

From Shape — the shape of the conversation, not its content.

AI use · 1 session

This page shows the shape of the work, not the how. Want to see it running, or talk through how it's built?

Get in touch →