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Chat Completions API multi-turn workflow complexity
6/10 MediumHandling multi-turn workflows with Chat Completions API requires extensive custom engineering as developers must manually manage conversation state and workflow progression across multiple API calls.
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Query: “What are the most common pain points with Anthropic API for developers in 2025?”3/30/2026
Tool use feels a bit more clunky and one-at-a-time. Developers have found that if you need the model to use multiple tools, you have to guide it through a rigid back-and-forth conversation. This adds delays, costs more in tokens, and makes the development more complicated.
Query: “What are the most common pain points with OpenAI API for developers in 2025?”3/30/2026
Handling multi-turn workflows often requires a lot of custom engineering. Applications needing a persistent "memory" or thread of conversation had to reinvent the wheel.
Created: 3/30/2026Updated: 3/30/2026