Case Study · 2026

SLA data that reads at a glance.

Support leaders were piecing SLA health together from exports and spreadsheets. I designed an analytics dashboard that surfaces the metrics that matter, compliance, response times, and weekly trends, in one glanceable view, with filters and export built in.

Role
Solo Product Designer
Scope
Research · Data Viz · UI
Type
Product design
Platform
B2B SaaS · web app
SLA Analytics Dashboard: KPI cards for volume, response times, and compliance, with a weekly trend chart
Overview

Support managers were flying blind on SLA.

WideBot's platform handled thousands of customer conversations, but the people responsible for service levels had no single place to see how they were doing. SLA health lived in raw exports and manual spreadsheets, so a breach trend often surfaced only after it had become a problem. As the solo product designer, working with a PM and engineers and interviewing support team leads, I designed an analytics dashboard to make SLA performance visible in real time.

The Problem

What wasn't working

By the time an SLA problem showed up, it had usually already cost them.

The Insight

Managers didn't need more data. They needed it at a glance.

Talking to support leads, the pattern was clear: they didn't want to dig, they wanted to glance, spot a dip, and act. So the design bet was glanceability over depth: lead with the few KPIs that matter, show the trend as one readable chart, and keep everything else a tab or a filter away.

Glanceable beats comprehensive.

Design Decisions

Four decisions that made the data readable

1

Lead with four KPIs, not forty

The header is only the numbers a manager checks first: total conversations, average first response, average resolution, and SLA compliance. Everything secondary lives below or behind a tab, so the top of the page answers "are we okay?" instantly.

2

One trend chart, two lines

Weekly SLA compliance and average first-response time share a single chart with a hover tooltip, so the relationship between speed and compliance is visible at a glance instead of split across two views.

3

Color as a system, not decoration

Each metric keeps a consistent color, green for response time, purple for SLA, across the cards, the chart, and the tooltip. I considered a single accent palette, but distinct metric colors cut the effort of cross-referencing the numbers.

4

Tabs for depth, filters for focus

A modular tab layout (Trends, Agent Performance, Breach Analysis, Time Distribution) keeps the page glanceable while making deeper cuts one click away, and team and date filters plus CSV export let leaders focus or share without opening a spreadsheet.

The Solution

What the manager sees

The dashboard answers the headline question first. Four KPIs across the top, total volume, average first response, average resolution, and SLA compliance, give the state of play at a glance, while the four tabs keep the deeper cuts one click away. The weekly trend chart carries SLA compliance and average response time on two lines, and a hover tooltip turns any week into exact numbers, so a dip becomes a specific, actionable figure. Team and date filters plus CSV export sit in reach, so a manager can focus or share without opening a spreadsheet.

Measuring Success

How I'd judge the design

These are the success targets I defined to evaluate the design. They are goals to measure against in production, not post-launch results.
MetricTargetWhy it matters
Time to spot a weekly SLA issue30% fasterSpeed of insight
Manual SLA reports pulled by leads≥ 50% fewerEfficiency
Weekly active use by support leads≥ 80%Adoption
Time to read the core KPIsunder 10sGlanceability
Dashboard satisfaction≥ 4/5Experience
Impact & Reflection

What I'd expect to change

SLA health went from a monthly export to a daily glance.

If I did it again: I'd validate the four header KPIs with real managers to confirm they are the right four, test whether the two-line chart reads more clearly than two separate charts, build the Agent Performance and Breach Analysis tabs to the same standard, and instrument which views managers actually open so the layout earns its place.

Key tradeoff

Glanceable vs. complete. Leading with four KPIs and one chart means deeper data sits behind tabs, so a power user clicks more. I accepted that because the daily job is a glance, not an audit, and the depth is still one tab away.

Thanks for reading

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