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  • Great breakdown of what actually moves the needle in marketing today. One thing I’d add from experience: visuals are often the difference between content that gets ignored and content that converts. Since we started using gptimage3.app for our campaign creatives, producing on-brand images in up to 4K across 16 aspect ratios has become effortless, and engagement has noticeably improved. Worth trying if you want to upgrade your visual content without the usual production headaches.

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  • One minor correction: the update rollout was actually 14 days, not 10. But that doesn’t change your main point—the volatility window is getting wider.

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