ML‑Driven Financial Forecast Dashboard

Built Prophet + XGBoost ensemble predicting cash‑flow to 97 % MAPE. Interactive dashboard in Streamlit served via container‑based App Service. Scenario generator lets CFO test FX and demand shocks on the fly. SSO through Azure AD with MFA. Monthly model governance review documented in Confluence.

Case Study

Process

1

Product Scope

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

2

Product Rationale

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

3

Clickable Prototype

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

4

Full Development

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

5

Iterations

Welcome to HomeFinder, your go-to platform for discovering the perfect property! With HomeFinder, you can browse an extensive selection of homes, apartments, and commercial spaces tailored to your needs. Whether you're searching for a cozy studio in the city or a spacious family home in the suburbs...

Step 1Step 2Step 3
Tech
We Used
Celery

Celery

Docker

Docker

Figma

Figma

PostgreSQL

PostgreSQL

Redis

Redis

Project
Timeline
Consultation
5 March 2025

1

Project Started
15 March 2025

2

Project Ended
14 April 2025

3

Daphne Cole

Daphne Cole

Chief Financial Officer

Forecast accuracy gives us confidence for board reporting. Scenario planner became every finance analyst’s favourite feature.

Your Vision,
Our Crafty

Starting your project with us is an easy process. we're all about making things smooth for you, from the first chat to final touch. Let's create something great together.