Boosting clarity and data insights Through a Unified AI Tool
A case study on the conversation experience behind an analytics tool — where the unit of design isn't a layout but the exchange: a question in, one focused answer out.
Product Design · Conversation Design · Frontend Engineering · 2026
Shift from static charts to informational conversation
The AI agent has access to the data, and you ask it about it — that bridges the gray area of “what decision should I make?”
Mapping the pain points
I put any idea I had on the canvas, and start defining the pattern.
Who is the user and what he might think?
The method that allows us to map any internal and external conversation and behavior the user has.
Chat experience and Tool calls
The conversation experience is the foundation of the tool. It's where the user asks a question, and the tool answers it.
What was hard to solve
Sometimes we don't have the power to start chatting to find some data, so the most accessible and important stuff has to be shown somewhere anyway — relying on AI only is a bad idea.
Tested 3 solutions, chose one
I prototyped three ways to balance a default view with the chat. The one I chose keeps the essential numbers visible up front and lets the conversation go deeper on everything else.
The flow, end to end
Let’s connect
I’m always open to discussing new projects, creative ideas, or opportunities to be part of your visions. Just reach out!
