Community-First, Metrics-Led Office Hours Framework for Wayfair’s Design System

Airtable metrics dashboard showing office hours metrics

This case study examines the strategy behind a community-first approach and the metrics-driven evolution of the office hours support framework for Wayfair's design system. For a deep dive into the technical implementation of this initiative, check out my Medium article Leveling up Office Hours with Airtable for Wayfair's Design System, Homebase.

Background

At Wayfair, our design system—Homebase—enables product teams to create exceptional user experiences with efficiency and consistency. Building an engaged, informed, and collaborative design systems community is critical to driving adoption and creating meaningful impact.

Office hours became a cornerstone of how our team connected with people using our design system, providing a space for collaboration, feedback, and support. However, as Wayfair grew, so did the demand for these sessions. Managing office hours became increasingly complex, requiring a more intentional and scalable approach.

I led the effort to evolve office hours into a structured, data-informed program that met the needs of our growing community and scaled effectively with the organization.

What are office hours?

Office hours are a space where designers, engineers, and product managers can meet with the design system team to:

  • Propose new components or variations to existing ones.
  • Ask clarifying questions about how to use the design system.
  • Share feedback on the system’s accessibility, usability, and implementation.
  • Discuss their experiences with the design system—what’s working, what’s not, and where we can improve.

These sessions go beyond providing answers—they’re about creating meaningful connections and fostering a collaborative dialogue. By hosting office hours, our team could:

💜

Build relationships

Strengthen trust and engagement with our community of design system users.
🧩

Support adoption

Offer hands-on guidance that helped people successfully integrate the design system into their work.
💬

Gather feedback

Actively listen to people share their experiences working with the design system to identify opportunities for improvement.
🛠️

Proactively evolve the system

Use feedback from our sessions to inform updates and future enhancements to the design system.

The challenge

As demand for design systems office hours grew, the team faced three primary challenges:

1. Scaling support

The manual processes for managing sessions—scheduling, follow-ups, and tracking insights—were time-consuming and inefficient.

2. Consistency across sessions

Without defined processes, the quality of support varied depending on who was facilitating the office hours session.

3. Leveraging insights

We were gathering valuable feedback during office hours sessions but lacked a centralized way to analyze themes, track trends, or act on them systematically.

Strategic approach

To address these challenges, I designed a new operational framework for office hours, focusing on scalability, user experience, and continuous improvement.

1. Streamlined Operations

We implemented a standardized scheduling system and pre-screened appointments to ensure they were focused and actionable. If a question was better suited for another channel, we redirected users to the right resources.

2. Defined Roles for Facilitation

Each session had clearly defined roles, including a session lead and note-taker. This ensured that the necessary expertise was present and created opportunities for team members to learn by observing experienced colleagues.

3. Embedded Feedback Loops

Post-session surveys provided valuable insights into user satisfaction and session outcomes. Internal team ratings measured how effectively we addressed user needs and highlighted areas for growth.

4. Made Data Actionable

We tracked session data to identify recurring themes and trends. This informed updates to components, patterns, and documentation, ensuring that the design system evolved in alignment with user needs.

Measuring success

Data is a powerful storytelling tool. We want to be able to tell a story about the effectiveness of office hours and how we are supporting our community.

To make continuous improvements to office hours, we monitored the following key metrics:

  • Customer Satisfaction (CSAT): The quality of support received during an office hours session. A score of ≥80% is a good indicator of success based on industry standards.
  • Rate of Resolution: This metric is used to evaluate how frequently we resolve questions during an appointment and to determine the overall efficacy of Homebase office hours. The industry-standard benchmark for the rate of resolution is 65–75%. Appointments with no resolution may indicate areas of opportunity for us to request additional information or to redirect questions to more appropriate support channels.
  • Internal Homebase Team Rating: This metric is a 5-point rating scale (1–5 stars) to measure the quality of support that we feel we were able to provide during an appointment alongside comments to support the rating.
Airtable metrics dashboard showing office hours metrics: total appointments (52), resolution rate (59.62%), and average rating (3.93). The dashboard includes bar charts detailing types of support requested, components with user questions, customer satisfaction ratings (CSAT), and qualitative feedback on the quality of support provided during office hours.
Image caption: Airtable metrics dashboard showing office hours metrics: total appointments (52), resolution rate (59.62%), and average rating (3.93). The dashboard includes bar charts detailing types of support requested, components with user questions, customer satisfaction ratings (CSAT), and qualitative feedback on the quality of support provided during office hours.

Outcomes and impact

By implementing a structured, data-driven approach to office hours, we were able to significantly improve their effectiveness and value for both the Homebase team and our community of users. Here’s how the changes made a measurable difference:

Key metrics

  • Customer Satisfaction (CSAT): Achieved a 94% satisfaction rate, exceeding the industry benchmark of 80%. This high score reflects the value users found in the support provided during office hours.
  • Rate of Resolution: Increased from 25% to over 59%, highlighting the success of our process improvements in resolving user questions efficiently and effectively.
  • Internal Team Ratings: Team evaluations of session quality rose from an average of 2.5/5 to over 3/5, showcasing the team’s growing confidence in their ability to provide high-quality support to our users.

Broader impact

  • Fostering trust and engagement: Office hours became a reliable, go-to resource, strengthening relationships with our design system users and fostering a deeper sense of collaboration across disciplines.
  • Proactive system evolution: By analyzing trends from the data, we identified gaps in documentation and opportunities for component updates, ensuring the design system evolved based on real-world needs.
  • Enabling scalability: The new operational model allowed our team to provide consistent, high-quality support to a growing organization, demonstrating the power of intentional processes.

Through these improvements, office hours were transformed from a simple support mechanism into a key driver of adoption, trust, and continuous improvement for Wayfair’s design system. This initiative not only strengthened the Homebase design system but also reinforced the role of community engagement in achieving design excellence at scale.