Desmond Okafor

Publishers need conversational context, intent-based pricing, and compatible demand partners.

Early builders shaped conversational AI advertising before platforms existed to validate it.

Conversational AI requires ads built for real-time context, not static keywords or page URLs.

Thrad reads conversational intent at auction time to bid on ads inside AI chat interfaces.

Conversational AI requires new bidding strategies built on real-time intent, not keywords.

Most DSPs need three new tests to compete in conversational AI advertising.

Conversational AI ads operate on entirely different mechanics than search advertising.

Only ChatGPT lets advertisers reach users inside live AI conversations today.

Measurement challenges, not media costs, will determine whether campaigns succeed.

Advertisers' safety tools break down when AI generates ads in real time.

Conversational history reveals what isolated keywords never can about what a buyer actually wants.

How prompt language shifts to reveal where buyers sit in their decision journey.

Conversations reveal high-intent buyers through constraint language and deliberation, not keywords.