Speed beats sophistication.
After experimenting with a dedicated “Shopping Research” model, OpenAI learned that users simply won’t wait minutes for product recommendations no matter how smart the system is.
So the strategy is changing:
→ Less focus on standalone shopping models
→ More focus on fast, seamless answers inside core ChatGPT
→ More visual, intuitive experiences
→ Pulling back from in-chat checkout (for now)
The lesson is simple but powerful:
In real-world products, latency kills adoption.
AI doesn’t just need to be smart it needs to be instant, trustworthy, and frictionless.
