AIB2B SaaS / Data3 Weeks Build

DataSense AI — Executive Analytics & Automated Copilot

Decreased weekly executive report generation time from 14 hours to 90 seconds.

Client & MarketDataSense Analytics

My RoleFull Stack & AI Engineer

Timeline3 Weeks Build

Backing SupportSoftvence Agency

https://app.datasense-ai.io

DataSense AI

Production Architecture • Next.js & PostgreSQL

Status: Active System

Report Generation Time

90 Seconds

Weekly Hours Saved

14 hrs/exec

Data Connectors Built

18 Connectors

Internal Satisfaction

4.9 / 5.0

Core Modules Implemented

Natural Language to SQL Query Generator with Safety Sandbox

Automated Monday Morning Executive Summary Emails

Interactive Chart Exports to PDF and Presentation Decks

Vectorized Metric Dictionary for Business Terminology

01. The Challenge

The Problem & Bottlenecks

“B2B SaaS leadership was drowning in disparate SQL queries, Google Sheets, and Stripe revenue logs to compile weekly board reports and cohort analyses.”

02. Engineering Solution

How We Designed & Built It

Designed an automated BI copilot that connects to Stripe, PostHog, and PostgreSQL databases, generating executive summaries and visual charts on demand with natural language queries.

System Architecture & Key Technical Decisions

Python FastAPI microservice handles semantic embedding and query execution, while Next.js powers the reactive dashboard. Guardrails prevent non-read-only queries and strictly sanitize database operations.

03. Delivered Capabilities

Key Features in Production

Natural Language to SQL Query Generator with Safety Sandbox

Automated Monday Morning Executive Summary Emails

Interactive Chart Exports to PDF and Presentation Decks

Vectorized Metric Dictionary for Business Terminology

04. Client Endorsement

Verified Upwork Project

“The speed and code quality were on par with senior Silicon Valley developers. We closed our seed round using data dashboards that Monir's team built.”

👤

David Chen

Technology Stack

Next.jsFastAPIPythonPostgreSQLpgvectorOpenAI & GeminiFramer MotionTailwind

Quantifiable Results

Report Generation Time90 Seconds

Weekly Hours Saved14 hrs/exec

Data Connectors Built18 Connectors

Internal Satisfaction4.9 / 5.0

Need something similar?

We can adapt this exact architectural pattern for your startup. Hire me directly on Upwork with full escrow protection.

Hire Me on Upwork

Next Project

PaySphere — Global Multi-Currency Marketplace Payout Engine

Explore case study