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OpenAI API can power chat, classification, extraction, content generation, and multimodal product features. Vibecoders should design clear fallbacks, budget limits, and data minimization before adding it to a product.

Replicate exposes many hosted models through APIs. It is useful for trying media generation or model-driven features without operating GPU infrastructure directly.