Enigmatix
HomeFinancial servicesCase study · P-046
Financial services · Scenario modelling

Ledger 16 — financial scenario workbench.

A financial scenario and sensitivity-analysis workbench for CFO teams — visual analytics, report generation and data-driven pricing cases.

Selected clients · 2010 – today
Power to LiveRBM GlobalDragonflySquiblerMOOSainsbury'sMPCX-LinkPower to LiveRBM GlobalDragonflySquiblerMOOSainsbury'sMPCX-LinkPower to LiveRBM GlobalDragonflySquiblerMOOSainsbury'sMPCX-Link
/01
The problem

The challenge.

CFO teams ran scenarios in sprawling spreadsheets that were impossible to audit.

Pricing decisions needed sensitivity analysis that board members could actually understand.

The client wanted a workbench that kept the flexibility of spreadsheets and added analytics rigor.

/02
The plan

Our approach.

Built a React workbench where analysts assemble scenario models with versioning and lineage.

Ran sensitivity analysis in Python with customisable assumption ranges.

Auto-generated board-ready reports with charts, tables and narrative summaries.

Added custom pricing cases tied to customer cohorts for commercial teams.

/03
The result

The outcome.

Finance decisions are defensible because models are versioned and auditable.

Board reports take hours to compile instead of days.

Commercial teams pull pricing cases aligned to the finance model, not parallel spreadsheets.

Engineering stack

What it was built with.

The exact tools in the delivered system. We pick the stack to fit the problem and the team — not the trend cycle.

/01Python
/02FastAPI
/03React
/04PostgreSQL
/05Pandas
Trusted by our clients

What partners
tell us.

Most clients renew for a second engagement. The ones who don't usually hire someone from our team to run the project in-house.

We are a mental health charity and not tech minded. We needed to improve our patient registration system but wanted a company that we can relate to. Hassan took the time to meet with me and patiently went through our process to find a personalised solution for us. Hassan's team did a great job streamlining our process and connected our registration system to our patient management software. Whenever we have a glitch, they resolve this quickly. Cloudini provides a personal and efficient service and we have adopted them to be our IT provider.
Tien Kuei, CEO at Power to Live Foundation
Tien Kuei
CEO · Power to Live Foundation
I am writing to wholeheartedly recommend Cloudini as a premier bespoke software development agency. Our journey with them has been nothing short of exemplary, far exceeding our initial expectations. While many agencies can develop based on strict specifications, Cloudini demonstrated an incredible commitment to our project that was truly unparalleled.
Robert McPherson, Managing Director at RBM Global Ltd
Robert McPherson
Managing Director · RBM Global Ltd
Dragonfly has been working with the team at Cloudini for several years now on building out our web-based platform and APIs. One of their strengths is quickly building out a multi-disciplinary team to work on the development and delivery of features with different technical requirements. Their support has allowed us to accelerate our development work without building an internal team. They have also worked seamlessly with other third parties both during the acquisition of Dragonfly and development of our mobile app. Cloudini has been instrumental in bringing our ideas to life and providing guidance to help us make the best technical decisions. I would recommend getting in touch with them if you're looking for support.
Rebecca Palser, COO at Dragonfly
Rebecca Palser
COO · Dragonfly
Frequently asked

Answers before you ask.

  • We've been building software since 2010 — 16 years of delivery across finance, healthcare, retail, logistics, energy, the public sector, and beyond. We're a consultancy, not a body-shop, and we've kept the same engineering discipline across every engagement shape.

Still wondering something?Book a 30-min call
Start here

Let's build
from here.

Thirty minutes with an actual engineer. No sales, no drip campaign. If we're the wrong fit we'll tell you and point you somewhere better.

Response
Within one working day
Minimum
Two-week discovery