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The ChatGPT vs Pinterest UX comparison really underscores how far LLMs have to go for consumer commerce. That shoes exmaple is telling: verbose text vs instant visual grid. It reminded me of when Amazon tried to build a conversational shopping interface years back, and ended up quietly shelving it because nobody wanted to type paragraphs when they could just scroll and click. Pinterest's "taste graph" and 600M users with conversion premiums are valuable, but integrating it into ChatGPT without destroying the low-friction experience seems tricky. The MCP-UI shift Fidji mentioned is interesting but if OpenAI bolts Pinterest's infrastucture onto ACP checkout flows, they'll need way more than a "major overhaul" to make merchants adopt it. Also the $25B revenue target by 2029 seems wildly ambitious given they still haven't cracked ads yet.

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