Have you been debating whether marketing operations should be centralized or decentralized?  Neither have we, but it’s still interesting to learn that 59% of Marketo users told Perkuo their marops were centralized, 30% hybrid, and 5% decentralized.  More here on most- and least-used capabilities and most common weaknesses.  Is “marops” a thing?  “Markops” would be cooler, since it sounds like “marketing cops”.

This Elastic survey takes a more positive view of website personalization, finding 88% of consumers say it makes them more likely to continue shopping.  They also note that 41% would share personal data for a more personalized experience, although a spoil-sport would point out that’s less than half.  Price still rules as the biggest reason people search on a website or switch brands.

Unauthorized training data isn’t an existential threat to generative AI but it’s certainly a headache for users and developers alike.  Most developers are trying to exclude materials that creators have explicitly labeled as unauthorized and citing “fair use” as justification for copying everything else.  Getty Images has taken an opposite approach, building its gen AI tool only on materials that are explicitly licensed.  It’s possible that tracing the provenance of training data will become a standard, similar to how organic food producers trace the origins of their ingredients.