From Idea to Production.
A data-driven feature release, shipped end-to-end by Studio Data BA.
Most new users leave before real engagement.
- 2nd added component
- 1st added media
- 1st added page
- 1st added library
- 2nd site created
- 1st completion date
- 2nd session
- 8th added component
- 1st added library
- 6th added media
- 1st added page
- 1st completion date
Open the Add Panel by default.
For first-session users on Blank sites, the Add Panel starts open. Components are visible the moment the canvas loads. One less click, infinitely more affordance.
A sibling surface moved Premium +6.2% and Start Working +8%.
This test extends that precedent to a sibling surface that has never been touched: the Add Panel.
How a side conversation became a live experiment.
How we'll know it worked.
One funnel, three KPIs. A lift at any stage flows downstream to Premium.
Start Exploring
Users actually engage with the Add Panel: scroll, hover, discover what's inside.
Start Working
Meaningful creation: 8 components, 1st library, 6th media, 1st page, or completion, whichever comes first.
Premium
The long-tail conversion. The metric the business ultimately cares about.
These KPIs aren't independent. They're the same journey, measured at three depths. Prior A/B tests across the surface have consistently shown that pushing more users into meaningful creation reliably lifts Premium downstream. A win at any stage is a real signal. They all sit on the same chain.
The biggest loss is the idea you never test.
Moving the needle
We are not just here to read out the numbers. The BA job is to land quick wins, influence the product itself, and move metrics, not only report on them.
Being Data Driven
An A/B test is the method for proving whether an idea actually works. Win or lose, we leave with a real answer instead of an opinion.
Breaking the barrier
A BA can ship without waiting on dev, PM, or UX allocations. End-to-end ownership turns "I have an idea" directly into "it is in production".
The idea you never tested
Your intuition as a BA has product-grade potential. The biggest loss is not a flat result, it is keeping a good idea in your head and never letting it see the light.