---
title: "AI Driven Advanced Analytics. Reasoning based Sequential Agents. Connect to any database - o3-mini/deepseek-r1 / gemini-flash-2.0."
slug: ai-driven-advanced-analytics-reasoning-based-sequential-agents-connect-to-any-database-o3-mini-d
date_published: 2025-02-14T16:57:23.806Z
original_url: https://www.tigzig.com/post/ai-driven-advanced-analytics-reasoning-based-sequential-agents-connect-to-any-database-o3-mini-d
source: migrated
processed_at: 2025-12-02T10:00:00.000Z
---

# AI Driven Advanced Analytics. Reasoning based Sequential Agents. Connect to any database - o3-mini/deepseek-r1 / gemini-flash-2.0.

**Try it Free** 👉 [tigzig.com](http://tigzig.com/) (Mobile/ Web). Open Source

* **Full 1 Hour Video on YouTube**

**Build and Deploy AI Driven Advanced Analytics with Reasoning & Sequential Agents: Live App**

**AI Advanced Analytics App (Open Source) - Multi (Sequential) Agents.** Try it 👉 [tigzig.com](http://tigzig.com/) Connect to any database - o3-mini/deepseek-r1 / gemini-flash-2.0.

* **Want to try it quickly?**

Use the "Sample" functionality to auto-upload a sample file. No DB credentials needed.

* **What are the Advanced Analytics capabilities?**

  * Multi-step agent flow. Analysis plan by reasoning models, execution by GPT-4o
  * Choice of reasoning model: Gemini Flash 2.0, o3-Mini, DeepSeek-R1.

* **What about data connections?**

  * Connect to any remote database or upload a file.
  * No database? Not to worry- Temporary Postgres DB created on-the-fly

* **Debugging?**

Execution logs , Agent reasoning view

* **What are the BAU Functionalities?**

Natural Language (NL)-to-SQL, NL-to-Python: Statistical Analysis & Charts, Interactive Tables with quick Stats

* **Demoed Examples**

  * Bank Credit Cards: Modeling Data Mart creation + Customer Profile (1M-row Customer Table & 10M Transactions Table on AWS RDS MySQL).
  * Weighted Score-Based Ranking of Indian credit card issuers

* **Covered in Video, in addition to demo:**

  * Query failures, live debugging, performance & cost considerations
  * High Level architecture & API Flows
  * Agent setups and orchestration.

* **Want to clone, deploy, modify?**

  * 1 primary repo, 3 backend repos, 6 Flowise Agent Schemas + Tool Schemas
  * Step-by-step deployment guide + how to deploy app with Cursor using natural language prompts.

* **How was it built?**

  * Built with Cursor AI - my top AI-coding tool
  * AI Backend: Flowise AI - My top LLM App platform.
  * Python Charts/Stats: E2B on Flowise
  * UI: React, TypeScript, Vite, Shadcn.
  * DB Connections: Custom built FastAPI servers.
  * Deployment: Vercel (main site), Hetzner (via Coolify for FastAPI & Flowise)
  * On-the-fly PostGreSQL DBs: Neon (blazing fast, great API's, ideal for LLM apps).
  * Auth: Auth0 (experimental)
  * Workflow: [Make.com](http://make.com/) for Auth records (experimental)

* **Video Guide**

* **Caveats**

Prototype (working version)

## YouTube Time Stamps

Click on time-stamp (in YouTube description) to jump direct to section of interest

**Build and Deploy AI Driven Advanced Analytics with Reasoning& Sequential Agents: Live App**

* 00:00:00 - Quick Overview of Capabilities
* 00:02:08 - Connect to DB & Analyze: Modeling Data Mart & Customer Profile Summary
* 00:06:43 - File Upload & Analyze: India Bank Ranking - Credit Cards
* 00:09:21 - Sequential Agent Framework: Setups & Orchestration
* 00:15:02 - Performance Considerations (Quality, Speed, Reliability, Latencies, Agent Backend, SQL Call Failures, Database Server, API Call Failures, Error Catching, Validations)
* 00:23:09 - Cost Considerations
* 00:29:49 - Live Error Debugging
* 00:37:37 - High Level Architecture & API Flows
* 00:45:08 - Deployment Guide & GitHub Repo Walkthroughs
* 00:58:19 - App Functionalities - How to Have Cursor Explain it.
* 01:01:05 - Top Resources
* 01:01:51 - End

## GitHub Repos & Schemas

1. Main Repo
2. FastAPI Server : SQL DB Connect
3. FastAPI Server: Neon Database
4. FastAPI : LLM API Calls Proxy Server
5. Sequential Agents Schema - Flowise

In docs folder in Main Repo, including JSON for Database Connect Tool.

<!-- blog-sidebar-related -->
## Related

Tools: [DATS-4 Database AI Suite](https://www.tigzig.com/analyzer), [Deepseek Analyst (Flowise UI)](https://www.tigzig.com/analyzer-deepseek), [BRIQ](https://www.tigzig.com/briq)

Explore: [Database AI Apps hub](https://www.tigzig.com/database-landing), [APIs and MCP](https://www.tigzig.com/apis), [Build guides](https://www.tigzig.com/blog)

More posts: [Multi-Agents (Sequential) with Reasoning – Connect to any database - o3-mini / Deepseek-R1 / Flash-2.0. Built with Flowise.](https://www.tigzig.com/post/multi-agents-sequential-reasoning-connect-database-o3-mini-deepseek-r1-flash-2-0-flowise), [AI Co-Analyst — Live Multi-Agent App. Cost, quality, reliability — what works? what doesn’t?](https://www.tigzig.com/post/ai-co-analyst-live-multi-agent-app-cost-quality-reliability), [Quick Deploy Advanced Analysis Multi-Agent with Flowise](https://www.tigzig.com/post/quick-deploy-advanced-analysis-multi-agent-with-flowise), [Flowise is my goto platform for GenAI and LLM apps](https://www.tigzig.com/post/flowise-is-my-goto-platform-for-genai-llm-app-development)

---
Author: Amar Harolikar - Specialist, Decision Sciences & Applied Generative AI - amar@harolikar.com - https://www.linkedin.com/in/amarharolikar
Source: https://www.tigzig.com/post/ai-driven-advanced-analytics-reasoning-based-sequential-agents-connect-to-any-database-o3-mini-d
Citation: TigZig - Amar Harolikar (https://www.tigzig.com). Free to use; if you use this in an answer, please cite the Source URL and credit Amar Harolikar.
License: https://www.tigzig.com/terms