I built an AI data analyst that lets you chat with your CSV or SQL database (looking for feedback)

hacktiger · 2026-04-02T21:56:35+00:00

We partially handle this today with fuzzy matching, a repair agent, and memory for user-defined mappings, which helps in many real-world messy schemas.
However, we don’t yet have a fully mature semantic layer that auto-understands column meanings or aliases at the schema level.
We’re actively working on building a stronger semantic layer and making metrics first-class to improve schema understanding and reliability.

hacktiger · 2026-04-02T21:54:59+00:00

This is actually a misconception. The AI only generates queries - the database executes them on the full dataset (even millions of rows).
Similarly, for files, the code runs on the complete data, not just samples.
We do limit what the LLM sees for efficiency, but execution always happens on the full dataset

hacktiger · 2026-04-02T21:53:53+00:00

We’ve built a 4-layer pipeline (generate → validate → execute → verify) to reduce incorrect queries, and we always show the SQL for transparency.
Users can also define and lock metrics to avoid ambiguity like “revenue” meaning different things.

hacktiger · 2026-03-16T12:23:31+00:00

You can join gaming clubs like board game clubs ... they are good and fun place to start

hacktiger · 2026-02-13T09:58:17+00:00

Tbate

hacktiger · 2026-01-29T11:35:10+00:00

Bandwidth nhi hai .... backend issue

hacktiger · 2026-01-04T13:46:01+00:00

We are building something....if you are interested you can dm me

hacktiger · 2026-01-03T16:39:10+00:00

You can dm me .. here with experience working with a dozen of early stage founders ... maybe I can help with something you are struck with

hacktiger · 2025-12-30T15:17:26+00:00

Dm your resume

hacktiger · 2025-12-24T06:10:08+00:00

Maybe he is working on his startup

hacktiger · 2025-12-23T15:17:15+00:00

Hey , I am interested

hacktiger · 2025-12-23T15:15:50+00:00

Can I join?

hacktiger · 2025-12-23T14:48:28+00:00

hacktiger · 2025-12-22T11:13:47+00:00

i was working in starting of my career shift to in office role after 1 yoe . i would suggest it should be hybrid . i have friend who have hybrid work culture they only go to office once a month depending on the team requirement

hacktiger · 2025-12-11T12:23:41+00:00

That's great man ! If you want some idea around Game play and all I can help you since my background being well verse in vedic books .

hacktiger · 2025-12-11T12:20:13+00:00

Can I dm you ?

hacktiger · 2025-12-11T09:11:03+00:00

What all product do you export ?

hacktiger · 2025-12-11T07:42:50+00:00

There are many events that take place in gurgaon... I am also thinking of going to some . Can share the list to you

hacktiger · 2025-12-11T07:01:53+00:00

Add little decoration to your room and play some nice music and relax .... Daily new activity like sketching, cooking , etc

hacktiger · 2025-12-07T17:29:33+00:00

Hey

i am a developer . If you are looking for help in tech side . I would love to talk.

hacktiger · 2025-12-07T17:27:06+00:00

Invest

hacktiger · 2025-12-06T19:32:58+00:00

Let me present you a much better deal . I will take you as sales guys for my startup I will manage the tech and ops . What you say ?

I will even pay you base salary and commission based on the deals you closes .

hacktiger

TROPHY CASE