ClockSpeak Is Interpreting Data More Valuable Than Producing It?

Black and white circular portrait of Burak Erdem with a beard in a dark shirt.Burak ERDEM1 min read1 Eyl 2025

This week on ClockSpeak, we asked Clockwork Managing Partner & Lead AI Engineer Burak Erdem: "Is it more valuable to interpret data produced with artificial intelligence, or to produce it?" 👇

CLOCKspeak logo with stylized chevron on a purple-blue gradient.

Is it more valuable to interpret data produced with artificial intelligence, or to produce it?

In my view, producing data with artificial intelligence matters, but the real value comes from interpreting it. The production side has become far more accessible; many models can generate text, images or predictions at a similar level of quality. What is far more critical is making sense of these outputs in context, in other words seeing which problem they solve.

As an engineer, I see production as an infrastructure matter and interpretation as the area that truly delivers strategic advantage. For example, when a model gives me predictions about customer behaviour, it does not mean much if it remains merely a forecast.

But when I can integrate that insight into my marketing strategy, reduce customer churn or increase revenue, that is when real value emerges. So I would say production is the starting point, while interpretation is the part that unlocks the ultimate benefit.