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The AI Architect's avatar

Smart take on the infrastructure buildout OpenAI needs. The second-tier platform threat is probably the biggest immediate impact since they're already fighting for budget and OpenAI will instantly have mindshare. I worked on ad platform integrations a few years back, and the measurement/attribution piece is gonna be messy inicially. The qualified traffic angle is intersting too because conversational context gives way more signal than keyword search, which could upend performance benchmarks across the industry.

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