A R C Q A I L I M I T E D

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Generative AI consultancy building custom software for service and brick-and-mortar businesses under $100M ARR, helping early AI adopters.

Customer Segmentation Model

Advanced Analytics

Customer Segmentation

See how our team's new way of sorting customers increased a client's marketing plan. With a huge customer database to manage, the client needed a clear, practical method to split and reach different groups.

The Story

The Client

A company was having trouble with market segmentation. They wanted to improve their large customer database to better target their marketing.

The Challenge

They needed a solid system to group customers by different demographic and economic details, so they could target their marketing better and improve customer relationships.

The Solution

The RFM (Recency, Frequency, Monetary value) Segmentation Model is a tool used to analyse customer buying habits and group them into clear categories.

Recency

They looked at how recent customer interactions were to measure engagement.

Frequency

Measured the frequency of purchases to gauge loyalty.

Monetary

Evaluated spending patterns to determine customer value.

Our team used SQL to pull data and mixed clustering methods (DB scan, Agglomerative clustering, and K-means) with Ensemble learning. This helped us build an algorithm that groups customers based on their financial and demographic details.

The path through market segmentation models was full of challenges. Still, combining expert knowledge with fresh ideas led to a new framework. The RFM-based Customer Segmentation Model turned out to be a useful tool. It helped the client find valuable customer groups for more focused marketing.

What it can do

Diverse Data Integration

Merging a broad spectrum of data to paint a detailed picture of customer profiles.

Instant Lending Decisions

We set up APIs that give fast lending decisions, resulting in happier customers.

Behavioural Analysis

Tools that dive into purchasing habits, illuminating spending behaviours and preferences.

Tailored Insights

We derived clear and practical insights from customer data to guide tailored marketing plans.

Why This Matters

This case study highlights the impact of data-driven segmentation on formulating precise marketing strategies. If you’re aiming to refine your customer engagement or overhaul your marketing tactics, our expertise in AI and analytics stands ready to guide you to exceptional outcomes.