PanAIcount

FReMP stack application for accounting and business insight aiming at Small and Medium Enterprises (SMEs)

December 2024
On-going

Problem

Many SME owners don’t have an in-house analyst or accountant. Without expertise to interpret the numbers, decisions default to intuition instead of KPIs like EBITDA, margins, and unit economics—making it hard to see what’s working, what’s leaking, and where to act next.

Approach

PanAIcount acts as a one-stop “business IQ” hub. It cleans and restructures operational data, surfaces the right KPIs (EBITDA, gross margin, CAC/LTV, top cost drivers), and explains changes in simple language so owners can move from instincts to evidence.

Tech Stack

ReactTailwindCSSMongoDBFlaskChart.jsJWT

Result

3× faster API responses on core endpoints (3s → 1s) and ~60% reduction in query response times after automated cleansing & reindexing

Screenshots

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