https://stacksimplify.com/tags/inference/Recent content in Inference on StackSimplify | DevOps & Cloud Education by Kalyan ReddyHugo -- gohugo.ioen-usWed, 15 Apr 2026 00:00:00 +0000https://stacksimplify.com/blog/batch-vs-realtime-inference/Wed, 15 Apr 2026 00:00:00 +0000https://stacksimplify.com/blog/batch-vs-realtime-inference/Your model runs in real-time. 90% of your predictions do not need to. That is the most expensive assumption in ML infrastructure. A recommendation engine that refreshes daily does not need always-on pods. A credit risk score computed once at application time does not need a replica running at 3 AM. Most teams default to real-time because that is how their first model shipped. Every model after inherits the same pattern.