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case study/ Enterprise Analytics Platform

Conversational BI Platform Development

Discover how we developed an intelligent Conversational BI platform that enables organizations to retrieve real-time business insights directly from their internal databases using natural language queries.

Conversational BI Platform Development project overview

Conversational BI is an AI-powered business intelligence platform designed to transform the way organizations interact with their operational data. Instead of relying on complex dashboards or manual report generation, users can simply ask questions in natural language and receive accurate, structured insights instantly.

The platform connects securely to the company’s internal databases and leverages advanced AI models to interpret user queries, apply predefined business rules, generate optimized SQL queries, and present the results in visual and tabular formats.

Built with a modular architecture and integrated AI layer, Conversational BI empowers decision-makers with fast, intuitive, and data-driven answers directly from their enterprise systems.

 

Client Requirements

The client required a smart internal analytics system that could eliminate dependency on technical teams for data queries. They wanted a platform where non-technical users could ask business-related questions and receive structured responses instantly.

The key requirements included:

The primary goal was to create a self-service intelligence system that enhances decision-making efficiency while maintaining data integrity and compliance.

 

 

key features & Funtionalites

The Conversational BI platform integrates artificial intelligence, database connectivity, business logic enforcement, and real-time analytics within a unified ecosystem. It simplifies complex data retrieval processes into natural conversations while ensuring accuracy and performance.

Users can ask questions in plain English, and the system intelligently converts them into optimized SQL queries. The AI understands financial terminology, project metrics, and business context to deliver precise results.
The platform connects securely to enterprise databases, including financial and operational systems. It ensures controlled access and structured data retrieval while maintaining strict security protocols.
Custom business rules are defined and enforced to ensure consistency in calculations and data logic. This prevents incorrect interpretations and standardizes outputs across departments.
The system dynamically generates optimized SQL queries based on user intent. It validates queries before execution to ensure safe and accurate database interactions.
Results are displayed in intuitive formats such as bar charts, pie charts, summary cards, and structured tables. Users can export data in formats like Excel for further analysis.
The platform allows management of multiple AI models and embeddings for enhanced contextual understanding. This ensures scalable and continuously improving query interpretation.
To improve search performance and contextual relevance, Elasticsearch indexing is implemented. This enhances response speed and accuracy across large datasets.
Administrators can manage databases, business rules, AI models, embeddings, and system configurations through a centralized control panel.

Tech stack & integrations

We implemented a scalable AI-driven architecture integrating backend systems, database layers, and intelligent processing engines.

Key Technical Capabilities:

  • AI Model Integration (LLM-based Query Engine)
  • Secure Database Connectivity (SQL Server & Enterprise DBs)
  • Dynamic SQL Query Generation
  • Business Rule Engine
  • Elasticsearch Indexing
  • Data Embedding Architecture
  • Role-Based Authentication & Authorization
  • Scalable Backend Infrastructure

The platform is engineered to handle large volumes of structured business data while maintaining speed, reliability, and secure execution.

 

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Responsive

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Python JS

Python JS

Node JS

Node JS

MySQLi

MySQLi

openai

openai

aws

aws

strapi

strapi

nextJS

nextJS

PostgreSQL

PostgreSQL

FastAPI

FastAPI

Tailwind CSS

Tailwind CSS

html5

html5

JS

JS

Responsive

Responsive

React JS

React JS

Python JS

Python JS

Node JS

Node JS

MySQLi

MySQLi

openai

openai

aws

aws

strapi

strapi

nextJS

nextJS

PostgreSQL

PostgreSQL

FastAPI

FastAPI

Tailwind CSS

Tailwind CSS

html5

html5

JS

JS

Responsive

Responsive

React JS

React JS

Python JS

Python JS

Node JS

Node JS

MySQLi

MySQLi

openai

openai

aws

aws

strapi

strapi

nextJS

nextJS

PostgreSQL

PostgreSQL

FastAPI

FastAPI

Tailwind CSS

Tailwind CSS

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