CASE STUDY · PRODUCT

A scoring engine built from zero, with AI in the workflow

A brand-new application that scores and prioritises opportunities — designed, built and shipped from nothing.

Client

Financial recovery firm

Scope

Custom product build

Stack

Node · Express · AI · Custom scoring logic

The challenge

Prioritising the work was a judgement call.

Deciding which opportunities were worth pursuing happened case by case, in someone’s head. It worked at low volume and stopped working as the volume grew.

What we built

The firm’s own logic, running consistently.

We designed and shipped a custom application from the ground up — it ingests the data, applies the firm’s own scoring rules, and surfaces what is worth acting on. AI is woven into the workflow rather than bolted on the side.

The outcome

Consistent prioritisation, every time.

Scoring that used to depend on who was looking at it now runs the same way every time, so attention goes to the opportunities that actually pay.

Your business has casework like this too.

30 minutes. We’ll find the repetitive work worth automating.

MGMG Consulting

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