Defending Against Churn Risk with an Ai Focused Strategy

Federato

EXECUTION
Design Strategy • UX • Visual Design • Research

PRODUCT SPACE
B2B SaaS • Series C Insurtech • Workflow Management

ROLE
Head of Design • Leading Team of 4 (3 UX / 1 UXR)

This project reinforced the importance of building user-centered features that offer value beyond aesthetics

Our Desk Management feature was struggling with low engagement, threatening churn in a critical phase: our push toward $10M revenue.

Our Desk Management feature was struggling with low engagement, threatening churn in a critical phase: our push toward $10M revenue.

Project gallery

Original Desk Management Dashboard

There was no clear guidance to help users utilize this screen

Day Builder v1

I introduced the concept of the "Day Builder" that provided more context on the dashboard

Day Builder v2

Day Builder Decision Support v2 introduced more context around daily changes

Final Day Builder Version

We pared down the contextual information and data to allow more control over the queue of policies

Original Desk Management Dashboard

There was no clear guidance to help users utilize this screen

Day Builder v1

I introduced the concept of the "Day Builder" that provided more context on the dashboard

Day Builder v2

Day Builder Decision Support v2 introduced more context around daily changes

Final Day Builder Version

We pared down the contextual information and data to allow more control over the queue of policies

Original Desk Management Dashboard

There was no clear guidance to help users utilize this screen

Day Builder v1

I introduced the concept of the "Day Builder" that provided more context on the dashboard

Day Builder v2

Day Builder Decision Support v2 introduced more context around daily changes

Final Day Builder Version

We pared down the contextual information and data to allow more control over the queue of policies

Evaluation

The Impact

Within months of launch, the redesigned Desk Management experience transformed from a struggling feature into daily launch point for underwriters.

Once we identified our core problem, I led strategy and execution of the solution.

Key Results:

  • 90%+ daily engagement across active users in nearly all customer instances

  • 11% average activity increase, with some instances seeing sharper gains

  • Reduced churn risk by demonstrating clear platform value

  • Launched Federato's first AI-enabled feature, paving the way for two additional AI initiatives

For a Series C startup racing toward $10M in revenue, this project proved the platform was mission-critical.

The Problem

Insurance underwriters weren't using our Desk Management dashboard. Usage was low, and user feedback revealed a painful truth:

"Clarity of where to focus effort is low… How do I prioritize submissions? Which are most valuable for me to spend my time on? Right now I just go by which broker is the loudest."

The platform didn't help underwriters make decisions about where to focus their day. So they built their own systems outside our product, threatening both engagement and renewal rates.

The Stakes:

  • Low engagement signaled lack of perceived value

  • Churn risk from customers questioning platform ROI

  • Missed opportunity to differentiate through AI in a competitive market

Taking Initiative

I saw an opportunity where others saw risk.

Despite executive hesitation about "burdening customers" with research outreach, I worked with our user researcher (a role I had advocated for and hired) to plan and conduct targeted interviews with high and low usage cohorts.

The Insight:
Underwriters weren't avoiding the platform because it was hard to use. They were avoiding it because it didn't help inform their analysis. They needed prioritization, context, and confidence, not just better UI.

This insight became the foundation for everything that followed.

Action

The Approach

I led the team through an intentionally broad exploration phase, testing radically different mental models for organizing daily work.

Exploration: Day Builder Concepts

We developed three bold concepts to provoke reactions and surface what mattered most:

  • Card Stack – Visual, card-based approach to organizing policies by key factors

  • Timeline – Graph-based view arranging policies by date and appetite alignment

  • Pipeline – Date-range visualization showing policy renewal timelines

The Pivot: From Static Queue to Dynamic Support

User testing revealed something critical: prioritization data changed daily based on shifting variables: broker activity, appetite fluctuations, policy adjustments.

Underwriters didn't need a better list. They needed decision support that adapted to real-time context.

This drove me to develop two refined concepts:

Decision Support v1
Organized around Accounts, Actions, and Goals, with a "What's Changed?" section to drive daily engagement and broker interaction CTAs.

Decision Support v2
Enhanced with appetite visualization, refined adjustment information, and more detailed broker interaction features.

We moved most of the secondary info into components within the table to limit refactoring of interactions and the UI

Navigating AI Sensitivity

Throughout the process, we carefully framed AI as a support, not as a replacement. A tool that helped underwriters make better decisions without replacing their judgment. This was critical for building trust and adoption.

Results

User Adoption

  • 90%+ engagement across active users in nearly all instances

  • 11% net increase in activity rates (only two instances showed minimal change)

  • Underwriters reported higher confidence in the platform, describing it as a tool they now relied on daily

Business Impact

  • Addressed churn risk by demonstrating tangible value to end users

  • Positioned the platform as mission-critical infrastructure for underwriting teams

  • Supported the company's push toward $10M in revenue by proving ROI

Strategic Influence

  • Validated the user research function, leading the company to double down on research-driven design

  • Enabled in-app feedback mechanisms to track impact, creating a flywheel for continuous improvement

  • Greenlit two additional AI-enabled features based on this success

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