Everyone claims responsible AI. The real test is what we turn down, even when it costs us.

We enhance human work, not replace it.

One fewer salary isn't a workflow, it's a redundancy plan. We don't like redundancy plans.

We won't tell you AI is inevitable.

Inevitability is a sales technique. Some of the best decisions we've seen were decisions not to automate.

We won't present debate as settled.

Where research disagrees, we give you all the information and let you decide.

Money doesn't change our verdicts.

Nobody pays for a place or a better verdict. Wherever we earn from something, we say so.

We enhance human work, not replace it.

One fewer salary isn't a workflow, it's a redundancy plan. We don't like redundancy plans.

We won't present debate as settled.

Where research disagrees, we give you all the information and let you decide.

We won't tell you AI is inevitable.

Inevitability is a sales technique. Some of the best decisions we've seen were decisions not to automate.

Money doesn't change our verdicts.

Nobody pays for a place or a better verdict. Wherever we earn from something, we say so.

The elephant in the room

The elephant in the room

We understand AI has a cost to our planet. It consumes significant energy, accelerates certain kinds of job displacement, and is being deployed faster than most governance structures can keep up with. We are not going to pretend otherwise.

Viravesso was built with that in mind. We are not here to push AI adoption for its own sake. Where it genuinely makes the work better, we say so. Where it does not, we say that too. That shapes the tools we recommend, the workflows we publish, and the advice we give.

The most useful thing we can do is stop waste before it starts. Most of what a small team spends on AI goes on tools nobody needed, outputs nobody checked, and workflows that were never going to hold in the first place. Our guidance is built to cut all three.

Viravesso exists to help people navigate AI with confidence. That includes being clear about what it costs.

A word from our founder

Catarina Mestre

Catarina Mestre

Founder

Founder

I'm not neutral about this. I think AI is genuinely useful, and I think a lot of what's being done with it is careless. Both being true is why Viravesso exists. If I only believed the first, I'd be selling you tools. If I only believed the second, I'd be telling you to wait.

You're probably not neutral either. Most people I speak to feel like they need to pick a stand on AI: either love it or hate it. Truth is, the noise around AI is deafening, the information is all over the place, and the tools arrived faster than anyone's habits for using them. Nobody got a quiet week to work out what they actually thought.

So I keep coming back to one question. Not whether AI is impressive, but whether the people using it end up more capable, or just more replaceable. Everything here has to pass that test.

No setup calls, no commitment.
The first 14 days are on us.

Your team could be using AI properly by the end of this week.

No setup calls, no commitment. The first 14 days are on us.

Your team could be using AI properly by the end of this week.