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Build Media That Explains Itself to Every New AI Model

Image: Cloudinary Blog

DAM Cowboy · W41 · October 2026

OpenAI and Anthropic both published migration guides acknowledging that prompts optimized for one model can underperform on the next. Cloudinary's angle: stop rewriting prompts every quarter. Instead, embed structured metadata and context into the media itself so the asset explains what it is, independent of which model reads it. The approach treats embedded metadata as a forward-compatible interface, not a static tag.
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