AI Model Deployment Strategies Compared: Batch vs Real-Time vs Edge 2026

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🩺 Summary

Should you deploy your model as API, batch job, or on edge devices?

📝 Details

Real-time (<500ms, FastAPI/vLLM), Batch (min-hrs, Spark), Edge (<10ms, ONNX). Cost: vLLM 30/mo, Mac /usr/bin/bash, Batch ~00/mo.