Studio notes from Cadder

The feature shipped. The habit did not.

Tool Layergrid teaches Sticky Feature Performance as a working practice: a grid that separates first-week curiosity from the behaviour that still shows up on a Tuesday six weeks later.

See the Retention Grid Lab

Product manager reviewing feature usage notes on a laptop
Cohort sheets, not dashboards-as-theatre

From recent cohorts

“I came in expecting a new KPI. I left with a rule for when we are not allowed to call a widget ‘adopted’.”

Priya N., staff product manager, Edinburgh

“The lab is slower than a slide deck. That is the point. We stopped celebrating a spike that vanished by week three.”

Client in workplace software, Leeds

Programmes

Courses that treat stickiness as a craft

All programmes

Analytics charts on a large monitor

Flagship · 6 weeks

Retention Grid Lab

Build a Sticky Feature Performance grid on a live product, including the awkward cells where usage is loud and loyalty is quiet.

Laptop showing a simple data table

Workshop · 2 days

Signal Hygiene Clinic

Clean event names, kill duplicate funnels, and agree what “returned to the feature” actually means in your logs.

Small team workshop around a table

Cohort · 4 weeks

Habit Loops for B2B Tools

Map the unglamorous repeat jobs that keep a feature in someone’s week, especially when the buyer is not the user.

Why a grid

Stickiness is a pattern, not a single number

A percentage on a dashboard can hide a feature that only power users touch, or a prompt that trains people to click once and forget. Sticky Feature Performance asks you to plot depth against return, then to write the story of each cell in plain language.

We work with GB product teams who already have analytics, and who are tired of arguing about which chart “wins”. The grid is a shared object in the room. It does not replace your warehouse. It stops the warehouse from substituting for judgement.

  • Return windows you can defend. Seven, twenty-eight, and ninety days — named, not mixed in one slide.
  • Feature cells with owners. Someone is accountable for a quiet cell, not a committee.
  • Limitations on the table. If your event stream is messy, we say so before we model anything fancy.
1,640 alumni across live and recorded labs
9 cohorts since we opened the Cadder studio
72 days median time to a team’s first defended sticky-feature experiment

Next step

Bring a feature that will not stay used

If you already know which surface looks busy and still does not earn a second week, write to us. If you do not, start with the lab syllabus.

Write to the studio