SaaS & TechnologyCustom ML Solutions8 weeksB2B SaaS Platform

Churn prediction model that saved 410 enterprise accounts

Results at a glance

410

enterprise accounts saved in Year 1

61%

reduction in churn rate

10×

ROI on CS team investment

The Challenge

A B2B SaaS company with 3,200 enterprise accounts was losing 14% annually to churn, with no early warning system. Customer success teams were reactive, only engaging after cancellation notices.

What We Built

We built a churn propensity model using product usage telemetry, support ticket sentiment, billing history, and engagement signals. The model scores every account weekly and routes high-risk accounts to CS reps with recommended intervention playbooks.

The Results

410enterprise accounts saved in Year 1
61%reduction in churn rate
10×ROI on CS team investment

Project details

Client

B2B SaaS Platform

Industry

SaaS & Technology

Service

Custom ML Solutions

Duration

8 weeks

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