Articles

Notes for buyers evaluating AI workflows, deployment fit, proof, and operating controls.

Start here

What to check before a first call

Start with these four pages to understand the work, deployment options, and buying path.

A quick view of featured cases, scope, and source links.

How to compare campaign, rollout, and production work.

When managed delivery fits, when customer AWS fits, and what changes.

What Marketplace tells you and what to check next.

A quick index of flagship Pixel ML work: what was delivered, where it runs, and where to read more.

An AWS Marketplace listing is useful, but it is only one signal. Here is what it tells you and what it does not.

A buyer guide to compare campaign, rollout, and production signals in public AI case materials.

How Pixel ML moves from trial to stable operations and support.

Managed application or customer cloud: what each model changes in practice.