Development

Custom Customer Churn Prediction Model Development

Welcome to Associative, a premier software development firm headquartered in Pune, Maharashtra, India. Established in 2021, we are a team of dedicated innovators and IT professionals passionate about transforming data into actionable business intelligence.

In the subscription economy, retaining an existing customer is significantly more cost-effective than acquiring a new one. At Associative, we specialize in building the customer churn prediction model your business needs to proactively identify at-risk clients and intervene before they leave.

Why You Need a Churn Prediction Model

A "one-size-fits-all" retention strategy is inefficient. By leveraging Artificial Intelligence and Machine Learning, we help you transition from reactive support to proactive retention.

Our solutions analyze historical data, user behavior, and transaction patterns to calculate the probability of a customer leaving. This allows your sales and support teams to focus their efforts where they matter most.

Our AI & Machine Learning Capabilities

We unlock the power of data through intelligent systems. Our approach to building a robust customer churn prediction model relies on a sophisticated technology stack:

1. Advanced Data Modeling

We utilize the Python ecosystem to build high-accuracy predictive models.

Libraries: Expertise in TensorFlow, PyTorch, and Scikit-learn to create regression and classification models tailored to your specific churn metrics.
Deep Learning: Utilizing Deeplearning4j and custom algorithms to detect complex patterns in user behavior.

2. CRM & ERP Integration

A prediction model is only as good as the data it feeds on. We integrate our AI solutions directly into your existing infrastructure.

Data Sources: We connect with Salesforce, Microsoft Dynamics 365, Odoo, and ERPNext to pull real-time customer data.
Actionable Insights: Churn risk scores are pushed back to your CRM, flagging high-risk accounts for immediate attention by your success team.

3. Generative AI for Retention

Beyond simple prediction, we use Generative AI & Large Language Models (LLMs) to help you retain customers.

Automated Engagement: Using frameworks like LangChain and Ollama to generate personalized retention emails or offers based on the specific reasons a customer is predicted to churn.

Operational Excellence & Security

Handling customer data requires absolute trust and security. Associative is formally registered with the Registrar of Firms (ROF), Pune, and we operate with unyielding transparency.

Strict Confidentiality: We adhere to rigorous Non-Disclosure Agreements (NDAs). We do not share client projects or maintain a public portfolio, ensuring your data and strategies remain private.
100% IP Ownership: Upon project completion and final payment, you receive full ownership of the source code and the trained models. We retain no rights to your intellectual property.
Transparent Billing: We operate strictly on a time-and-materials basis with daily or weekly invoicing, ensuring you only pay for the work performed.

Contact Associative

Ready to stop attrition and drive loyalty? Contact us today to discuss building a custom customer churn prediction model tailored to your business.

Associative Address: Khandve Complex, Yojana Nagar, Lohegaon - Wagholi Road, Lohegaon, Pune, Maharashtra, India – 411047 Phone/WhatsApp: +91 9028850524 Email: info@associative.in Website:https://associative.inOffice Hours: 10:00 AM to 8:00 PM (Monday through Saturday)