Case Studies

Most chatbots are designed to deflect customers and cut costs. As a result, they ignore high-value signals (churn risk, upsell intent) because the Chat interface doesn't talk to the CRM.

This case study details how we built an Intelligence Layer that connects the two, moving the system from Stateless Deflection to Stateful Orchestration.

Scaling Vertical AI can become a trap. If your model is 80% accurate, the remaining 20% often requires so much human review that you accidentally turn into a low-margin service agency.

This case study outlines the architectural playbook we used to scale revenue from $5M to $18M while escaping the Service Trap.

A premium education institution had spent months improving counsellor performance. Calls were reviewed, scripts refined, and managers coached—yet conversion barely moved.

This field investigation evaluated whether counsellor conversations were the primary constraint, discovering that decisions were formed upstream and shifting organizational focus.