Adoption ladder
Moving from activity into depth is the real commercial step.

This case is built around one question: what turns a digitally active customer into a trusted, retained, multi-product ecosystem user, and what breaks that path when failures start stacking up?
The ladder below tracks the move from opened accounts into active, primary-banked, multi-product behavior. The point is not just to count customers. The point is to see how many reach durable product depth.
Moving from activity into depth is the real commercial step.

These are the first signals that matter if the goal is stronger customer value, not only more registrations.
Digital use is strong enough to support self-serve growth.
Two-plus product use is where the ecosystem story starts to matter.
Repeat failure exposure is still large enough to cut into retention.
Cross-sell should not be treated as one generic target. The real question is which products attach naturally once a user is already primary-banked, and which products signal deeper trust.
Attach rates between products show which journeys reinforce each other.

`value_services` is the easiest non-core attach among primary-banked users at 54.4%.
The strongest retention is not sitting in the light-touch layer. It shows up where users have gone deeper into the ecosystem. At the same time, repeated failed transactions erode trust fast enough to become a product problem, not only a support problem.
Product depth is strongly linked to whether customers keep showing up.

Repeated failed transaction months pull support demand up and make the next month more fragile.

These are practical decisions shaped by the modeled signals, not generic fintech advice.
Activation alone is not enough. Durable value starts to show up once customers move beyond core banking.
Repeat failure months raise next-month churn by 9.0 percentage points versus clean transaction months.
The easiest attach product among primary-banked users is already visible. That makes it a practical growth lever.
Where trust breaks, both teams are looking at the same commercial problem from different sides.