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© 2026 Growth Architects Studio
Field notes
Observations on growth, acquisition economics
and what actually moves markets ✍🏻


A great pitch is no longer proof of a great agency
AI has dramatically lowered the cost of producing convincing work. That changes what founders and CMOs should actually test when choosing an agency or growth partner.

Robert Sosnowski
17 sie7 minut(y) czytania


Your campaigns are optimized. But for whose goals?
How Google and Meta are quietly reducing advertiser control - and why it matters.
Sitting across from an ad manager. Campaign results in front of us. Leads coming in. No deals closed. I suggest a change in configuration.
He looks at me calmly and says: "But this is how we were taught on the Google training."
He is not lying. He was genuinely taught this way.

Robert Sosnowski
20 maj9 minut(y) czytania


Your CAC is rising - it's probably not the ads
When a founder tells me their customer acquisition costs are climbing, the first question I ask is not about the campaigns.
It is about who they are acquiring.
Most companies optimise for conversion. The platform rewards conversion. The agency reports conversion. Everyone is aligned around the same metric.
The problem is that conversion and value are not the same thing.

Robert Sosnowski
4 maj4 minut(y) czytania


The measurement problem everyone pretends to solve
At a conference in Miami last month, the director of e-commerce strategy at Nestlé said something that should have made headlines.
She said that marketers have been trying to measure incrementality for decades.
And there just aren't great solutions.

Robert Sosnowski
2 maj4 minut(y) czytania


The architecture of predictability
Goods exist. Customers exist. Local trade functions.
The difficulty begins when the parties do not know each other.
In many regions of the world, transaction costs fall with distance. Here, they rise with anonymity.

Robert Sosnowski
17 lut3 minut(y) czytania
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