Portkey matters when your AI stack has become multi-model, multi-provider, or operationally sensitive. Instead of only watching requests after the fact, it helps control how traffic moves, how failover behaves, and how policies are applied across providers.
The key decision is whether you now need governance and routing, not just app-side prompting. If provider sprawl, reliability, or cost control are turning into engineering concerns, Portkey becomes much more strategic than a simple helper layer.
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