Hey Product Hunt! Excited to launch Analyst Agent here today. As someone who's experienced both sides of the data workflow pain - both as a PM constantly requesting data and now building tools for data teams - I wanted to share some background on why we built this. We've seen AI analytics tools struggle with the recurring issues: requiring perfect semantic layers, risking hallucination, and often missing crucial business context. Instead of building another general AI tool, we took a different approach with specialized AI agents that work within carefully defined boundaries. 🔧 What we built: - Dataset-based architecture (leveraging Python DataFrames0 that lets data teams deploy specialized AI agents in minutes, without complex semantic layer requirements (you can optionally include semantic layer info) - Python-powered analysis capabilities that go beyond basic SQL queries - so the agent can leverage pre-existing Python packages to answer questions. Think machine learning and model packages. - Real-time data sync system where every user gets their own AI agent within shared reports, accessing live data without affecting others. So as a user updates filters in the report, it updates the underlying DataFrame and what the agent can "see" Analyst Agent is built for data practitioners (analysts, scientists, engineers) who want to empower their business teams with self-service analytics while maintaining control over data quality and access. Perfect for teams tired of endless dashboard requests that are looking to support more advanced data exploration. Under the hood, we've built a sophisticated system that handles everything from autonomous package management to dynamic kernel allocation - letting the AI focus on delivering reliable insights while keeping data teams in control. Agent Analyst is included in Fabi.ai's free tier so you can create and deploy your first specialized agent in a few minutes. For the Product Hunt community, we’re offering a 50% discount for the first month of our Starter Plan as well. Just enter the discount code FABIPRODUCTHUNT when signing up for the Starter tier. Finally, here are a few areas we'd love love your feedback on: - The agent deployment and configuration process - we aimed to make it super quick - How the AI handles complex analytical questions - Any edge cases you discover while testing - Other data artifacts you would like to make available to these agents Looking forward to your thoughts and happy to answer any technical questions about how we built this!

Marc Dupuis

Fabi.ai

Maker

📌

3mo ago

Koshima Satija

Flexprice

@mfdupuis Congratulations for the launch!

@koshima_satija Thank you!

Daniel Doherty

US Health Weather Map

@mfdupuis Excited for this one, taking it for a spin now!

@danmdoherty let's go!!

Zef Lin

very exciting product that turn a software engineer(myself) into data analyst in 5 mins

Allie Beazell

Congrats on the launch, Fabi team! This looks like a really exciting product. Especially interested to see how it helps marketing teams (and the data folks that support marketing teams) do more with their data without having to submit a million ad hoc requests moving forward.

Thanks Allie! Definitely, we see tons of folks in GTM leverage Fabi.ai and excited to see what they do with Analyst Agent.

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