# Ensuring your AI systems can scale to meet demand

DevFeed: [Ensuring your AI systems can scale to meet demand](<https://devfeed.tech/articles/ensuring-your-ai-systems-can-scale-to-meet-demand-11566.md>)

Original publisher: [Read original article](<https://www.gremlin.com/blog/ensuring-your-ai-systems-can-scale-to-meet-demand>)

Author: Andre Newman

Published: 2025-04-01T00:00:00Z

Content type: tutorial

Language: en

Sources: [Gremlin Blog](<https://devfeed.tech/sources/gremlin-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Language models](<https://devfeed.tech/topics/language-models.md>), [anthropic](<https://devfeed.tech/topics/anthropic.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [Terraform](<https://devfeed.tech/topics/terraform.md>), [Kafka](<https://devfeed.tech/topics/kafka.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [industry](<https://devfeed.tech/tags/industry.md>), [inference](<https://devfeed.tech/tags/inference.md>), [kafka](<https://devfeed.tech/tags/kafka.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [large-language-model](<https://devfeed.tech/tags/large-language-model.md>), [openai](<https://devfeed.tech/tags/openai.md>), [s3](<https://devfeed.tech/tags/s3.md>), [scaling-ai](<https://devfeed.tech/tags/scaling-ai.md>), [terraform](<https://devfeed.tech/tags/terraform.md>)

## AI overview

This tutorial explains why AI workloads are harder to scale than traditional services, highlighting large model sizes, network and memory transfer costs, and unpredictable demand. It introduces scalable infrastructure patterns used by OpenAI and Anthropic and outlines a three-step approach: choose scaling metrics, set thresholds, and test them with simulated load.

## Source excerpt

Demand for AI services is ever-increasing. Are your systems prepared? This blog teaches you how to prepare for sudden demand surges.