---
title: "Insights on enterprise AI | Margins"
description: "Essays from the people who implement AI inside established companies: what changes a business, what it takes to get there, and what production teaches."
url: https://margins.agency/insights
---

Insights

# What we're learning from putting AI into production.

Essays from the people who implement AI inside established companies — on what actually changes a business, and what it takes to get there.

Insight · 8 min read

## [Why enterprise intelligence will increasingly stay inside the enterprise](https://margins.agency/insights/why-enterprise-intelligence-will-increasingly-stay-inside-the-enterprise)

The more AI understands about a company, the more strategically important it becomes to control where that intelligence lives.

Read the insight →

Insight · 5 min read

### [Using AI is not the same as implementing AI](https://margins.agency/insights/using-ai-is-not-the-same-as-implementing-ai)

Giving employees access to AI is easy. Building intelligence into the way a company operates is something else entirely.

23 June 2026

Insight · 6 min read

### [The model isn’t your competitive advantage](https://margins.agency/insights/the-model-isnt-your-competitive-advantage)

When everyone can access increasingly powerful AI, differentiation moves somewhere else.

10 March 2026

### [Why AI implementation doesn’t end at deployment](https://margins.agency/insights/why-ai-implementation-doesnt-end-at-deployment)

With traditional software, deployment can feel like the finish line. With AI, it’s often where the most important work begins.

18 November 2025

### [What production teaches you that an AI pilot can’t](https://margins.agency/insights/what-production-teaches-you-that-an-ai-pilot-cant)

A pilot can prove that AI is capable of solving the problem. Production reveals whether the business can actually use the solution.

8 July 2025

## Where could AI create the most value in your business?

[Talk to our team](https://margins.agency/contact)