
5–10 min
Saved per client on information gathering.
01The Overview
AI-powered advisory that surfaces what matters to each client, exactly when it matters.
02The Mandate
As AI moved deeper into banking, we saw a chance to explore how it could make Advisor & Sales more efficient.
The key question
Before deciding what to optimize, I needed to understand where advisors were actually losing time — and why.

“I know the data exists — it’s just hard to find.”
“The client calls, and I have seconds to answer. Finding the data still takes time.”
03The Research
One need. A whole service behind it.
I interviewed 17 client advisors, mostly in Switzerland Wealth Management, plus EMEA and APAC* for comparison — following how they moved across 10+ tools and turned what they found into a decision for the client.
The friction wasn’t only access. It was stitching together 10+ disconnected tools — in the moment, under pressure.
04The Shift
The research changed the question.
Instead of asking
“How might we help advisors search faster?”
We asked:
“How might AI help advisors recognize
what matters, understand why it matters,
and decide what to do next?”
This reframed the role of AI — from finding information
to supporting better decisions.
05Design Principles
One constraint: it couldn't feel like another tool. Signal → Context → Act became the model — one principle for each moment.
06The Concept
07The Outcome
Validated with advisors, for more focused client conversations.
I led concept testing with advisors — including the stakeholder who'd pushed for the dashboard — to see how the model held up against real workflows.
Average feedback from testing

5–10 min
Saved per client on information gathering.

Up to 30 min
Saved on more complex proposals.

500+
Advisors in trials and the target user base.
Feedback was consistent across EMEA and CH, the core scope. APAC leaned toward speed over the signal-and-context flow — noted for future markets.

Complexity doesn't disappear. It gets a place to land — so advisors spend less time managing tools, and more time with the client on the phone.