Role Design Lead
Company Dandy
Date 2023
Skills Quantitative analysis, qualitative research, content audit, stakeholder facilitation, contextual UX design, content strategy

Reducing cost to serve at Dandy.

Overview

When our team entered Q2 without a clear roadmap, I co-led a product summit with my PM to identify where to focus. This case study covers one of the key initiatives that came out of it: reducing inbound customer support volume by helping doctors self-resolve issues directly in the app.

18% of all inbound CX contacts traced back to our software team, and the goal was to bring that below 13%. Through three months of ticket analysis, Fullstory observation, and a cross-functional team summit, we identified the highest-impact failure points and shipped contextual in-app guidance to address them.

The result: contact motivators dropped to 9.6%, overachieving our goal by 3.4%.

18% of inbound support traced back to software issues. The goal was to bring that below 13%.

A deeper analysis revealed five core issues driving the majority of contacts, with order submission failures (incomplete scans, misaligned bite scans, unmarked teeth) representing the biggest single opportunity.

Contact motivator breakdown showing top reasons for inbound support tickets
Three months of CX tickets categorized by contact motivator, software-related issues highlighted

Three months of tickets, hundreds of Fullstory sessions, and a team summit.

I categorized three months of CX tickets to identify the highest-impact failure points, then watched Fullstory sessions and interviewed support and scan review teams to surface the technical root causes. An audit of existing help content revealed scattered guidance and weak information architecture, and a cross-functional summit aligned the team on which solutions to prioritize onto the roadmap.

Dandy Help Center showing scattered help content with poor information architecture
The existing Help Center: lots of content, weak information architecture
Bite alignment deep dive with scan review team feedback
Bite alignment deep dive, capturing technical root causes from interviews with the scan review team
Team summit post-it brainstorm board
Team summit, where members proposed and voted on solutions, and several ideas were prioritized onto the roadmap
Problem definition: Dandy currently has a disjointed experience between Help Center, Academy learning videos, and in-app workflows. As a result, customers default to live human support.

Contextual in-app guidance, where doctors actually need it.

I designed contextual in-app guidance flows targeting the highest-volume failure points. Focused on error prevention first, with clear self-resolution paths when errors occurred. Solutions addressed unmarked tooth confusion, bite scan alignment issues, and workflow education gaps.

Help content was made accessible at the right moment in the workflow rather than buried in a separate tab.

Manual alignment guidance interface
Step-by-step manual alignment guidance, surfaced contextually when auto-align fails

Contact motivators dropped to 9.6%. We overachieved the goal by 3.4%.

The summit process produced buy-in across the team and surfaced roadmap items beyond this immediate initiative.

9.6%
software contact rate, down from 18%
3.4%
overachievement on the 13% target
3 of 5
core contact motivators addressed via UX improvements
1 day
team summit that defined the entire Q2 roadmap with full team buy-in
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