Live Chat Dashboard — Agent Operations & Queue Performance

Queue depth and average handle time tell you agents were busy — not whether the right conversations reached the right skill at the right moment. This dashboard reframes live chat operations around capacity economics: concurrent chat load per agent, skill-based routing accuracy, abandoned-wait recovery, and after-chat work drag.

Brightline Insurance 680K Policyholders 112 Chat Agents
Last Updated
Dec 20, 2024 14:32
Queue Abandonment
14.2%
+3.8% vs goal
First-Response SLA
89%
+2% vs last week
Concurrent Load/Agent
4.2
vs 3.5 sustainable
Transfer Rate
11.3%
+1.2%
Agent Occupancy
78%
+5%
Coverage Gap
47m
understaffed

Queue Abandonment Heatmap — Hour × Queue

Mon
Tue
Wed
Thu
Fri
Sat
Sun
8-10 AM
6.2%
8.1%
12.4%
14.8%
9.2%
5.1%
3.4%
10-12 PM
18.3%
22.1%
16.2%
19.4%
13.7%
7.2%
6.8%
12-2 PM
15.1%
17.8%
14.2%
16.9%
12.8%
8.4%
7.1%
2-4 PM
9.8%
11.4%
10.2%
13.1%
9.6%
6.3%
5.9%
4-6 PM
7.4%
8.9%
7.8%
9.3%
7.1%
4.2%
3.8%
Peak abandonment: Tue 10-12 PM (22.1%) — Billing queue during open-enrollment week 3

Concurrent Chat Load per Agent

Red line: sustainable load (3.5 chats/agent) — 12 agents currently above threshold

First-Response SLA Compliance — 30 Days

Target: 92% — Post-shift-rebalance recovery to 91% within 4 days

Agents Above Sustainable Concurrent Load

Agent Skill Group Current Load Peak Load Occupancy After-Chat Time Transfer Rate
Sarah Chen Billing - Tier 2 5.8 6.2 87% 4.2m 8.1%
Marcus Johnson Claims - Tier 2 5.4 5.9 84% 3.8m 12.3%
Priya Patel Billing - Tier 1 4.9 5.6 82% 5.1m 14.7%
James Rivera General Support 4.7 5.3 79% 3.4m 9.2%
Emily Rodriguez Billing - Tier 2 4.6 5.1 81% 4.6m 7.8%
David Kim Claims - Tier 1 4.3 4.9 76% 4.8m 13.4%
Lisa Thompson Billing - Tier 1 4.2 4.8 78% 5.3m 16.1%
Ahmed Hassan General Support 4.1 4.6 74% 3.7m 10.2%

Routing Accuracy vs. Transfer Rate by Skill Group

Top-right quadrant: high routing accuracy, low transfers. Bottom-left: routing failures driving high transfer rates.