Black Crow AI focuses on identity resolution and understanding valuable customers through machine learning, offering a 30-day free trial and server-side tracking. It emphasizes privacy compliance and integrates customer data with various marketing platforms, making it suitable for brands looking to enhance audience targeting.

Northbeam, on the other hand, provides a proprietary attribution model and marketing reporting, emphasizing a fully automatic, no-code setup. Its strength lies in multi-touch attribution and media mix modeling, which can help brands optimize their marketing strategies for profitable growth.

Littledata shares features like a 30-day free trial, privacy compliance, identity resolution, and server-side tracking. It also offers automatic tracking of checkout extensibility and a no-code setup, making it user-friendly for ecommerce managers.

In summary, Black Crow AI is customer-focused, Northbeam excels in attribution and reporting, while Littledata combines ease of use with comprehensive tracking features.

For an online store with 50 orders, Black Crow AI is 50% cheaper than Northbeam and 92% more expensive than Littledata. At 500 orders, Black Crow AI and Northbeam are equal, while Littledata is 70% cheaper than both. With 5,000 orders, Black Crow AI and Northbeam remain the same, but Littledata is 77% cheaper. At 20,000 orders, Black Crow AI is 43% more expensive than Northbeam and 87% more than Littledata, which is 84% cheaper than Black Crow AI.