AI PULSEModels. Tools. Companies. Connected.Sources checked · 01 Oct 2026 ↗
AI Intelligence

The AI Stack Explained: Models, Infrastructure, Tools and Applications

The AI market is a stack of interdependent layers.

close up of dark blue circuit board. Illustrative photograph; not a depiction of the named product or organisation.
close up of dark blue circuit board. Illustrative photograph; not a depiction of the named product or organisation. Photo source / Unsplash
What you need to know
  • The AI market is a stack of interdependent layers.
  • Companies can compete in several layers at once.
  • Understanding the stack helps explain partnerships that also look like rivalries.

Layer 1: compute and infrastructure

Chips, data centers, networking, cloud platforms and power form the physical foundation.

Layer 2: models

Foundation-model companies turn compute and data into general capabilities that other products can use.

Layer 3: developer and orchestration tools

APIs, vector databases, agent frameworks, observability and security tools help teams build applications on top of models.

Layer 4: applications

Consumer assistants, coding tools, design software and vertical AI products package the technology into workflows users can buy.

Why it matters

The AI market makes more sense when companies are mapped by layer—and when readers notice which firms are expanding vertically into the layers above and below them.

Explore the next step

Put this topic in context with the model library, tool profiles and comparison board.

Sources & notes

Source check: 01 October 2026. Provider claims are attributed; comparisons describe workflow fit rather than a measured quality ranking.

Last updated 1 Oct 2026. Editorial policy · Corrections policy

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