AI:ROI Insights

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February 25, 2026

We Analyzed 4,500 AI Use Cases. Here's What We Found.

Most employees use AI regularly, but only 2% report use cases that involve meaningful automations, because companies aren’t helping people figure out what to use AI for.

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Greg Shove
Section Staff
For companies
AI
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February 21, 2026

AI-native engineering: the 2/2/2 framework

Building an AI-native engineering team isn't just about using new tools.  At Section, we use Domain-Driven Teams and the 2/2/2 framework to ship feature-complete value every six weeks. 

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Greg Shove
Chad Upton
7 min
For companies
AI
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February 12, 2026

How Klaviyo helped 1,800 employees find a great AI use case

In 2026, AI cannot be an optional career-builder for a handful of employees – it needs to be a business expectation for everyone in the company. Klaviyo took the first step into mandating AI use in Q4 and their AI Transformation Lead shared how it went.

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Greg Shove
Section Staff
5 mins
For companies
AI
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February 5, 2026

Why you can’t get your AI automations to work

If you’ve ever tried and failed to automate a seemingly straightforward workflow, it’s likely not on you. Machine & Partners’ Edmundo Ortega is breaking down how our legacy systems hold us back, and how that’s already changing.

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Greg Shove
Edmundo Ortega
7 mins
AI
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June 16, 2025

AI hallucinations aren’t a big deal

It’s hard not to hear that AI hallucinates and not have a few alarm bells go off. But ‘hallucinations’ is a loaded word. Machine & Partners’ Edmundo Ortega is back to explain why they’re nothing to worry about.

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Greg Shove
Section Staff
6 mins
For students
AI
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March 21, 2025

When to use a specialized AI tool vs. an LLM

If you’re hitting the limits of your LLM because you need more data or niche training, you’re likely doing a lot of high-end knowledge work – and that’s where specialized AI tools come into play.

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Greg Shove
Section Staff
6 mins
For students
AI
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March 20, 2026

Your employees are losing their minds to AI

AI dependence is already degrading cognitive capability in the workforce – and AI upskilling for employees needs to go beyond tools to protect the thinking that makes their work valuable.

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Greg Shove
Section Staff
6 min
For companies
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March 16, 2026

The AI Conversation Is Growing Up

The AI conversation is growing up. And the companies pulling ahead are the ones who are moving fast from experimentation to system change.

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Greg Shove
Section Staff
6 min
For companies

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