Category: Marketing & Media
Attribution, brand protection and the new economics of winning a customer when everyone has the same tools.
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How AI Models Describe Four Real Businesses
When a buyer asks a chatbot who you are, it answers in its own words. The part it drops is often the…
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How AI Systems Mention, Cite, and Recommend Brands
Being mentioned is not being recommended. The gap between the two decides who the model sends the buyer to.
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Measuring Advertising When Web Traffic Is Mostly Bots
More than half your impressions never reach a person. But not all bots are wasted spend.
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How to Audit a Brand-Safety Blocklist
The words you block to look safe also bury clean inventory beside real news. You end up paying for it twice.



