Skip to content

Thought Leadership

Illustration showing stacks of money in an AI system

Why Your Pinecone Vector Bill Is So Confusing

AI costs go beyond token pricing. Learn why true forecasting needs full-stack visibility, including Pinecone and vector database expenses.

Published 12/25 14 minute read
Illustration of a failed RAG program

Agentic RAG Updates: From Demo to Production

Most agentic RAG projects stall before production. Learn why agentic RAG updates alone aren’t enough—and how Cake helps you build a reliable system.

Published 09/25 11 minute read
illustration of Cake's speed

Build Scalable GenAI Infrastructure in 48 Hours

Build scalable GenAI infrastructure in just 48 hours. Get practical steps for secure, observable AI systems—no rewrites or vendor lock-in required.

Published 08/25 11 minute read
GPT-5 Is Here. So Why Are You Still Waiting to Build?

GPT-5 Is Here. So Why Are You Still Waiting to Build?

The release of OpenAI’s GPT-5 is the latest watershed moment for generative AI, pushing the boundaries of what's possible with LLMs. For engineering...

Published 08/25 3 minute read
How to Build an Enterprise AI Stack (That Doesn’t Break at Scale)

How to Build an Enterprise AI Stack (That Doesn’t Break at Scale)

Enterprises are under more pressure than ever to incorporate AI into their workflows. But most are stuck stitching together a stack that was never...

Published 07/25 9 minute read
5 options to AI development

The 5 Paths to Enterprise AI (And Why Most Lead to Trouble)

Every AI team eventually hits the same familiar wall: their prototype works great, but production is a nightmare. This is the inevitable disconnect...

Published 07/25 6 minute read
open source illustration

How to Monitor AI Models Without Vendor Lock-In

Learn why monitoring AI models without vendor lock-in saves money and boosts flexibility compared to closed AI platforms with hidden costs and...

Published 07/25 18 minute read
Why Cake beats AWS Sagemaker

AWS Cake vs. SageMaker: Which Is Better for AI?

See how aws cake outperforms AWS SageMaker for enterprise AI with open source tools, faster deployment, lower costs, and true platform flexibility.

Published 06/25 13 minute read
What is Cake AI? An Introduction to Our Platform

What is Cake AI? An Introduction to Our Platform

Learn how Cake AI was created to make advanced AI accessible for all, solving real challenges and helping teams focus on what matters most.

Published 05/25 12 minute read
Introducing Cake