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Use Cases
LLM Model

AI assistant using LLM model for a Fortune 500 company

The model estimates relative impact of various digital marketing channel for each customer signups. MTA scores are used as a metric to quickly (e.g. weekly) identify changes in performance and optimize campaigns on an ongoing basis.

Use Cases
Personalized Learning

Personalized and adaptive learning with AI agent for a Big Tech giant

A Reinforcement learning model that learns adaptive course content delivery policy based on learners’ interaction.

Use Cases
MTA Model

Multi Touch Attribution (MTA) model for a global tech company

The model estimates relative impact of various digital marketing channel for each customer signups. MTA scores are used as a metric to quickly (e.g. weekly) identify changes in performance and optimize campaigns on an ongoing basis.

Use Cases
Personalized Recommendation

Personalized product & service recommendation for a cloud company

This ML algorithm analyzes a wide array of customer attributes to paint a robust picture of each customer’s preferences. When these attributes indicate interest in the target service, the model produces a recommendation.

Use Cases
Lead Scoring Model

Lead scoring model for global tech company

Lead Scoring model ranks marketing leads based on their probability of engagement. The model was deployed for North America, Europe (few region) and Middle East region of AWS digital marketing team. For email campaigns, this model generated 3-times higher engagement (click to open rate) than baseline.

Use Cases
Churn Management Model

Churn management model

The model predicts churn probability of customers and recommends personalized intervention to retain customer.