The behaviour you described is a bug. The "throw everything at the wall" advertising technique - also known as the contextual multi-armed bandit problem - should adapt to changes in the context, such as when an expensive TV set has been bought. It's part of the reinforcement learning subfield, which is the spearhead of AI.

https://en.wikipedia.org/wiki/Multi-armed_bandit#Contextual_...