Experimentation / CRO

Experimentation and Testing Programs acknowledge that the future is uncertain. These programs focus on getting better data to product and marketing teams to make better decisions.

Research & Strategy

We believe that research is an integral part of experimentation. Our research projects aim to identify optimization opportunities by uncovering what really matters to your website users and customers.

Data and Analytics

90% of the analytics setups we’ve seen are critically flawed. Our data analytics audit services give you the confidence to make better decisions with data you can trust.

Research method

Predictive Attention Analysis

  • Explore
  • Focus
Quantitative

A model trained on eye-tracking data predicts where people will look first on a page, ad or design. It gives a quick read on visual hierarchy without recruiting anyone, but it predicts attention, not understanding or conversion.

When to reach for it

Check whether the headline, offer and call to action draw attention on a hero, landing page or PDP.
Compare the visual hierarchy of design options before a 5 second test.
Check ad creative and packaging for clear focal points.

Often paired with Heatmaps.

Pros

Instant results on a static design, before anything is built or live.

Cheap enough to run on every design iteration.

Grounded in real eye-tracking data rather than a general language model.

Cons

Attention is not comprehension, motivation or conversion. A well-seen element can still confuse or fail to persuade.

It works on static images, so it misses scrolling, interaction and intent.

Vendors report accuracy with undefined metrics that cannot be compared.

Practical considerations: sample sizes, tools, logistics

Practical considerations

Pair it

Follow with a 5 Second Test or Heatmaps from real visitors to check that what draws attention is also understood.

Use it for hierarchy

Treat it as a design check, not as evidence a change will lift conversion.

Never in isolation

Recipes that use
Predictive Attention Analysis

A method earns its value when its signal corroborates others. Here is where this one does its work.

Last updated

November 5, 2026