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How to Optimize Multilingual Search Latency Issues in Professional Domain API Integrations?

2025-09-10 1.7 K

The technical challenge

Developers often encounter technical bottlenecks such as high response latency and time-consuming multi-language processing when integrating cross-language search APIs, affecting the end-user experience.

Technical Benefits of FloatSearch AI

  • Distributed Semantic Caching: High-frequency query results are cached by a pre-trained model, increasing the response speed of requests with the same semantics by 3-5 times.
  • multilingual parallel processing: API supports dynamic specification of language parameters (lang=en/zh, etc.) and automatic allocation of exclusive calculation nodes at the back-end.
  • Response hierarchy mechanism: For scenarios with high real-time requirements, fast mode can be turned on to prioritize the return of some results and then progressively improve them.

integrated solution

1. Add when calling /search endpoints?optimize=latencyparameters
2. Use WebSocket to establish a persistent connection to reduce the handshake overhead
3. Configure the fallback mechanism: automatically return the content of the associated language when there are no results in the target language.
4. Reasonable timeout threshold (500-800ms recommended)

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