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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.

AI
Hallucinations
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Is Deep Research worth $200 a month?

With new AI tools coming out all the time, it’s hard to know which ones are worth investing in. So here’s our lead AI consultant’s framework for whether you should shell out for Deep Research or not.

AI
Deep Research
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AI is good enough, the humans need help

Newsflash if you’re waiting for AI to get better before you invest: It’s already pretty good, it’s the people using it that need to get a lot better – and fast. Greg is taking over this week’s newsletter to show you why.

AI
Leadership
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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.

AI
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We tested two Deep Research tools. One was unusable.

Two LLMs have released Deep Research features without much of a splash. So if you’ve been wondering about them (and don’t want to pay the $200/month price tag), read on for our Chief of Staff’s take on ChatGPT vs. Gemini.

AI
Deep Research
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How an agency is preparing for AI clients

AI has put a big question mark over the future of agencies. So we talked to David Freas, Managing Partner at Supermoon, about how he’s transforming his brand agency with AI agent teammates – and for AI agent clients.

AI
Agents
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There’s plenty of AI ROI - if you’re willing to work for it

A theme emerged in the chat of this year's AI:ROI Conference: 11 experts shared their value-adding AI strategies but people were just looking for magic formulas. Here were the biggest insights we think they overlooked.

AI
The AI:ROI Conference
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Is AI good enough to lay off your engineers?

Are AI coding tools good enough to replace humans? Here’s the verdict from a founder who had to make that choice.

AI
Coding
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How to find AI workflows that actually translate to ROI

AI is pointing out a big point of weakness in a lot of organizations: too few can actually name the value-generating processes that drive revenue. So Machine & Partners’ Ed Ortega is giving you his 5 step framework for doing just that.

AI
ROI
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Losing Our Minds To AI

Let’s have the hard conversation: Yes, AI reliance will atrophy your brain. But knowing that ahead of time can help you get ahead of it – before it impacts your job.

AI
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Ex-OpenAI exec: Leaders lack AI conviction

ICs get a lot of the blame for stalling or failing AI deployments. But former OpenAI executive,  Zack Kass, says they could very well be the scapegoats for scrambling leadership.

AI
Leadership
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What you really need to know about ChatGPT-5

ICYMI, OpenAI launched ChatGPT-5 . If your head is still spinning from the other 6 models they’ve released this year, here’s our guide on what’s different and what you actually need to pay attention to.

AI
ChatGPT
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2026 was the year of the agent. 2027 is the year of computer use.

Get ready for the era of AI that uses your computer just like you do.

AI
Computer use
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How to evaluate a new model release (and why the benchmarks can't do it for you)

Should you be using the latest and greatest AI model? And if so, what for?

AI
Models
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You want AI ROI? Know what drives your business

Getting AI ROI starts with understanding your key business drivers and how AI could accelerate them.

AI ROI
AI strategy
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Being good at prompting isn’t enough

Your team needs to move from AI prompting to redesigning workflows with agents. Here's how.

AI workflow redesign
AI strategy
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5 questions every AI leader will need to answer in 2027

The questions for Heads of AI will get harder in 2027. Here's how to prepare as you set your 2027 AI strategy.

AI strategy
Head of AI jobs
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What Should Be in Your AI Budget for 2027

Budget season is coming. Here's everything that should be in your AI transformation budget in 2027.

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Section HQ

For any

(and every)

leader responsible for AI success

From org-wide impact to department-level use cases, Section HQ gives every leader the insights they need to drive progress.

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The Agentic Enterprise Strategy Summit

How to build, deploy, and govern AI agents in enterprise organizations

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