Show HN: AskPrisma – Multi-agent AI that can replace a junior data analyst

2 ak47surve 0 8/11/2025, 12:24:52 PM askprisma.ai ↗
I've been experimenting with LLMs + Python/Jupyter + Agent Frameworks to see if an AI "team" can handle the kind of exploratory business data analysis you would normally give to a junior analyst.

It's not for "give me the top 10 campaigns by CTR."

It's for:

- Predict next quarter’s sales from 2 years of data

- Identify profit drivers in Amazon sales and model how to increase net profit by 10%

- Build custom customer cohorts from sales + activity data

How it works (high-level):

- Planner agent interprets the business question, breaks it into steps, interpret python execution results

- Coding agent runs pandas / matplotlib / other libraries inside an isolated Docker container running Jupyter

- Report agent creates formatted PDF reports/narratives

Early learnings:

- With a good prompt, it can do much of what a 1–2 year analyst could

- Industry-specific system prompts (context) improves outcome

Here is a screencast of how an exploration looks like:

https://youtu.be/oMkgj1e1cxM

This is the read-only version of the exploration:

https://app.askprisma.ai/share/public_0kjM3bN3_UAVyfG_3s3kaQ

I would love feedback on:

- Which industries would find daily, sticky use?

- Whether you would prefer cloud, self-hosted, or dedicated instance?

- How you should price something like this?

- How soon should I focus on a specific vertical or ecosystem (eg: shopify, or a specific industry)

P.S: I’m open to collaborations, especially with folks who have deep industry expertise and believe a system like AskPrisma will serve the industry well. Email: akshay [at] askprisma.ai

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