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AI in practice

Ideas, guides and behind-the-scenes on how companies are using artificial intelligence across sales, marketing, support and management — without the hype.

Process Automation

The Dashboard Doesn't Measure What the Team Lost

AI got better at compensating for bad briefings. The team got worse at writing good ones. That trade-off doesn't show up on the dashboard.

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May 2026 15
AI Applied to Business

The AI-First Onboarding Paradox

Your company is training specialists in operating AI. It isn't training anyone capable of questioning it.

AI Applied to Business

AI optimizing for the wrong strategy

The company shifted its strategy in October. The model kept optimizing for the March business.

Strategy for AI-First Companies

AI Defaults Are Unsigned Policy

Your company has an AI policy that never went through legal, the board, or compliance. It's active right now, making decisions in real time.

Marketing, Sales, and Growth with AI

GEO Crystallizes Who You Used to Be

ChatGPT is recommending your company to your next client. The problem is it's recommending the version from two years ago.

Strategy for AI-First Companies

The meeting that AI canceled

AI eliminated the most hated meeting in the company. The problem is that it was doing a job no one had noticed.

Process Automation

Epistemic Loss When Switching AI Vendors

Your AI vendor knows more about your operation than you do.

Strategy for AI-First Companies

AI Scaled the Absence of Accountability

Your company scaled with AI. Without realizing it, you also scaled the absence of accountability.

AI Applied to Business

The Invisible Side Effect of AI

1,200 customers at risk. 200 prioritized by the system. Eighteen months later, the team could no longer read the other 1,000 - and those were precisely the ones keeping the critical cases from surfacing.

Strategy for AI-First Companies

Agentic Command Center with the Wrong Judgment

You built the right Agentic Command Center. Then you put the wrong person at the center of it.

Process Automation

A digital assembly line without quality control

You built the digital assembly line. You forgot to install quality control.

Strategy for AI-First Companies

A CAIO Without Real Jurisdiction

76% of companies already have a CAIO. Few are talking about the structural problem behind that number.

Process Automation

Hallucinations Become Internal Standards

The company had an AI-generated knowledge base. No one knew which part was institutional truth and which part the model had made up.

AI Applied to Business

Semantic collapse in AI failures

Your operations team called it a bug. Your consultant called it a tuning gap. The vendor said it was expected model behavior. It was the same event - and no one was describing the same thing.

Strategy for AI-First Companies

AI Governance Starts in the Budget

There's budget to build the AI system. There's no budget to govern it.

Chief AI Officer

Formal Compliance Is Not Real Governance

Your company is going to appoint someone responsible for AI to comply with the law. The system was already built without anyone.

Papo de CAIO
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