# New reference architecture for an AI/ML Internal Developer Platform on GCP

DevFeed: [New reference architecture for an AI/ML Internal Developer Platform on GCP](<https://devfeed.tech/articles/new-reference-architecture-for-an-ai-ml-internal-developer-platform-on-gcp-12216.md>)

Original publisher: [Read original article](<https://platformengineering.org/blog/reference-architecture-for-ai-ml-internal-developer-platform-on-gcp>)

Author: Luca Galante

Published: 2026-07-23T05:40:01Z

Content type: article

Language: en

Sources: [Platform Engineering Blog](<https://devfeed.tech/sources/platform-engineering-blog.md>)

Topics: [internal developer platform](<https://devfeed.tech/topics/internal-developer-platform.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Data Management](<https://devfeed.tech/topics/data-management.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [observability](<https://devfeed.tech/topics/observability.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-ml](<https://devfeed.tech/tags/ai-ml.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [data](<https://devfeed.tech/tags/data.md>), [gcp](<https://devfeed.tech/tags/gcp.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [inference](<https://devfeed.tech/tags/inference.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [internal-developer-platform](<https://devfeed.tech/tags/internal-developer-platform.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [observability](<https://devfeed.tech/tags/observability.md>), [security](<https://devfeed.tech/tags/security.md>), [technical](<https://devfeed.tech/tags/technical.md>)

## AI overview

The article presents a six-plane reference architecture for an AI/ML internal developer platform on GCP. It addresses the distinct needs of data-intensive and compute-heterogeneous workloads, including data management, dynamic CPU/GPU/TPU provisioning, model lifecycle management, security, and observability.

## Source excerpt

Bridge the gap between AI pilots and production. Explore the new six-plane reference architecture for an AI/ML Internal Developer Platform (IDP) on GCP, designed to handle data-intensive and complex ML workloads.