What I Learned Calling 4 Different LLM APIs From the Same Codebase

📰 Dev.to · Lavelle Hatcher Jr

Learn how to integrate and compare 4 different LLM APIs from a single codebase, and discover the practical differences between them

intermediate Published 9 Apr 2026
Action Steps
  1. Choose 4 different LLM APIs to compare, such as Hugging Face, Google Cloud AI, Microsoft Azure Cognitive Services, and Meta AI
  2. Set up a single codebase to call each API, using libraries like requests or httpx
  3. Configure API keys and authentication for each LLM API
  4. Test and compare the performance of each API using the same input data
  5. Analyze and document the results, including response times, accuracy, and error rates
Who Needs to Know This

Developers and data scientists working with LLMs can benefit from this article to choose the best API for their project and integrate it seamlessly

Key Insight

💡 Integrating multiple LLM APIs from a single codebase can help you choose the best one for your project and optimize performance

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🤖 Compare 4 LLM APIs from a single codebase and discover the practical differences between them! 🚀

Key Takeaways

Learn how to integrate and compare 4 different LLM APIs from a single codebase, and discover the practical differences between them

Full Article

Most comparison articles give you benchmark scores. This one gives you the practical details...
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