01
Where Lapis focuses
Lapis publicly positions ChatSense as a ChatGPT Ads operating system with creative generation, structured experiments, managed campaign execution and cross-channel creative workflows. Buyers who prioritize creative production and managed execution should evaluate those strengths directly.
02
Where Magnify focuses
Magnify starts from the ecommerce operating problem: product-level evidence, Google Ads, Merchant Center/feed intelligence, Margin Max profit prioritization, monitoring and a growing ChatGPT Ads layer. Its differentiation is the connection between channel decisions and product economics.
03
Do not choose from a feature checklist alone
The right choice depends on the operating bottleneck. A team that needs large-scale creative production has a different problem from an ecommerce operator trying to decide which products and channels deserve the next dollar of spend.