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The Shodha Manifesto: Part 1 – Why Chat is Not Enough

September 7, 2025by Shodha AI
The Shodha Manifesto: Part 1 – Why Chat is Not Enough

Part one of three part series explaining what Shodha is and what we want to do

Single chat ouput is not the future. Agents running without inputs is also not the future.

Chat is linear. Each chat ends with an output. But for an analyst, the task is just getting started after the text output. Business leaders are not just looking for text. They are looking for insights. Claude, ChatGPT — or any other chat app or research tool — only give one output.


What if I want to create a PPT?
What if I want to compare with my older analysis?
What if I want to add my own data?
What if I want to run the same analysis every day or every week?
What if I want specific steps that I can trace again?

In the current setup, if you give a query, you get an answer.
But you cannot trace how it was done.
You cannot repeat it with certainty.
It is probabilistic.

Analysts often need a deterministic approach.
Always get data from a fixed source.
Always repeat the same process for the same questions.
This is where Shodha comes in — a reliable analysis agent that updates itself.

With Shodha you can:

  • Run analysis and save templates
  • Schedule runs and compare results over time
  • Create PPTs or reports
  • Upload data and ask questions
  • Share uploaded data with teams, turn them into projects
  • Connect with databases and ask questions directly on your data
  • Set up workflows and get daily insights

We are just getting started. Shodha is live.
You can begin your analysis today, save templates, and use it every day.
We are adding features each day, so you can automate your analysis workflows and get insights faster.

Part 2 : Why FDE's are not the future and how Shodha is solving it