OpenAI in Production

The OpenAI API is the most widely used LLM provider in enterprise AI applications. At Tensorplay, we’ve built production systems on top of OpenAI for dozens of clients across industries — and we know exactly where the sharp edges are.

What we handle for you:

• Structured output parsing with JSON Schema and function calling
• Streaming response delivery via SSE and WebSockets
• Intelligent retry logic with exponential backoff for rate limits and timeouts
• Semantic caching to dramatically reduce API costs on repetitive requests
• Token budget management and per-user cost tracking
• Fallback routing to alternative models during outages
• Full observability: prompt logging, latency tracking, and cost dashboards

Whether you’re integrating Assistants API, building a fine-tuned GPT-4 pipeline, or implementing RAG on top of OpenAI embeddings, we’ve done it in production — and we’ll do it right.