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I Tested Direct Provider APIs vs Aggregators

Exploring the cost and integration challenges of direct provider APIs versus aggregators in AI development.

Over the past six months, I faced a $48,000 invoice from an AI provider, prompting a comparison between direct provider APIs and aggregators. I uncovered numerous pitfalls of direct provider engagement, including unexpected costs and integration challenges. This article discusses cost comparisons at various stages and the implementation of a multi-model routing architecture.