Scope
UX strategy · Product strategy · Experience design Information architecture · AI experience design
AUDIENCE
Domains

Executive mental model
What changed?
What’s new, rising, or starting to shift.
Why does it matter?
How the signal connects to strategy, access, competition or business priorities.
Is this a risk or opportunity?
Whether it needs monitoring, action or a shift in posture.
What should I pay attention to?
The few signals with enough weight to earn leadership focus.
What evidence supports it?
Priority source close enough to trust the readout.
Design principles established
Signal first. Always
The page should open with the leadership readout worth their attention, not a trail of articles, charts, and modules.
Precision before completeness
Every module has to earn its place. If it does not help leaders understand the signal faster, it did not belong.
Proof on tap
Trust should always be one step away, but never loud enough to compete with the insight.

Hide the machinery
Thousands of signals can move underneath. The surface should stay calm, focused, and controlled.
One frame. Any question
The structure should stay consistent across topics, teams, and intelligence needs - while the signal, language, and priorities adapt to the audience.
Design explorations that shaped the final model
The early designs made intelligence easier to access, but not easier to decide from.
PILOT DOMAIN · OBESITY

Right pieces. No point of view.
Signals, developments, and agents were present - but nothing decided what leaders should read first.

Coverage without judgment.
More modules improved visibility, but still left the story for users to assemble.
SCALING DOMAIN · GOVERNMENT AFFAIRS

Reusable, not generic.
The frame traveled, but policy intelligence needed urgency, impact, and consequence.

Credible, but too slow.
More explanation built trust, but slowed the first read.
The final verdict
The final solution gives leaders the read, the movement and the source path - in that order.

Signal first. Always
The five stories that matter now.
Critical Developments surfaces the highest-priority events instead of asking leaders to scan a feed. Each item is summarized, tagged by issue area, and backed by the sources reporting the same signal.
Precision before completeness
Momentum, not mentions.
Trending Topics shows the top five themes gaining pressure across the domain, with sentiment attached to each trend. When a user selects a topic, they can see the articles driving that movement.
The goal is not to show what appeared often. It is to show what is rising, how it is being framed, and what evidence sits underneath.


Proof on tap
The signals around the headline.
The snapshot captures important movement that may not be the top story yet, but still shapes the broader intelligence picture.
These risks connect back to products, business exposure, and policy pressure, so leaders can see where attention may be needed next.
Hide the machinery
Depth when the user wants it.
A searchable source repository for users who want to go deeper without making browsing the default experience.


The topic changes. The structure holds.
Obesity, Government Affairs, Finance, Pipeline, CEO Staff, Corporate Strategy, Any Topic.
The content changes, but the questions leaders need answered stay the same.

First Read
Opens with the most important movement.
Priority layer
Give leaders the few updates worth attention now.
Pattern layer
Reveal what is gaining pressure across the domain.
Depth path
Keeps news and social detail available after intent.

One frame. Any question
Delivery matched the moment.
Not every signal needed a page visit.
Some needed a meeting brief.
A short readout for recurring meetings themes first, articles only when needed.
Some needed immediate context.
Urgent signals delivered with enough context to act without opening the platform.
What I drove behind the interface
01 / Immersed in the intelligence flow
Reviewed hundreds of articles, leadership briefs, and market updates to understand how signals were prioritized, summarized, and consumed by senior teams.
02 / AUDITED THE NOISE
Mapped repeated modules, duplicate narratives, article overload, and moments where the experience pushed users toward more content instead of more clarity.
03 / STUDIED EXECUTIVE BEHAVIOR
Workshoped with directors, VPs, and senior stakeholders to understand how leadership meetings were prepared, what decisions needed support, and where manual briefing work was happening.
04 / SHAPED THE AGENT WORKFLOW
Partnered with data science, data engineering, API, product, and UI teams to align agent outputs to define what the interface needed to prioritize, summarize, and display.
Impact
Reduced 300+ articles into 20–30 prioritized insights.
Moved research-to-insight turnaround from 1 week to 3 minutes.
Reduced new page setup time from 16 weeks to 4 weeks.
Cut engineering effort by 60%.
Reclaimed 400+ business-team hours per month by reducing manual scanning, source comparison, and recurring update assembly.
Shifted business teams from monitoring information to focusing on strategy.
Reflection
This project changed how I think about AI products. The challenge was not making the system summarize more information. It was deciding what should stay visible, what should stay quiet, and how much confidence a leader needed before opening a source.
The complexity did not disappear. It moved behind the experience.


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