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LLM Deployment Patterns: From Prototype to Production
Last Updated: December 14, 2025
Ashish Pratap Singh
5 min read
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The LLM Deployment Landscape
Pattern 1: API Provider (Managed Service)
Pattern 2: Self-Hosted Open Source
Pattern 3: Serverless GPU
Pattern 4: Edge Deployment
Pattern 5: Hybrid Routing
Pattern 6: Caching and Semantic Cache
Pattern 7: Batch Processing
Choosing the Right Pattern
Pattern Comparison
Production Considerations
Summary
References
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