Benchmark support quality across teams
For when you manage multiple support teams and need to find where quality slips.
Real Customer Workflows
Director of Support Ops
Hospitality Tech
$25M–$50M ARR
Situation
After the benchmarking analysis, the team wanted an ongoing view to track whether training investments were improving quality.
Action - prompted Claude with Enterpret MCP connector
Build a comparison dashboard: negative feedback themes by support tier, trended weekly. Highlight any tier where a theme is 2x above average.
Impact
Created a live quality dashboard that showed training impact within 3 weeks — outsourced "didn't understand" complaints dropped 40%.
Director of Support
Consumer Internet
$1B+ ARR
Situation
A support director needed ongoing visibility into quality differences across tiers — not just a one-time analysis, but continuous monitoring.
Action — configured Quality Monitor agents per support tier
Quality Monitor agents for each support tier compare complaint themes and escalation rates weekly — alert #support-leadership when any tier's quality metrics deviate from the benchmark.
Impact
Weekly comparison revealed Tier 2 agents had 2x the "didn't understand my issue" complaints as Tier 1. Targeted coaching plan created to reduce the gap.
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Head of Support
B2B SaaS
$100M–$200M ARR
Situation
A Head of Support had no way to compare quality at the individual level within her team. CSAT was tracked at the team level, not per CSM, and coaching was based on gut feel rather than data.
Action - prompted Claude with Enterpret MCP connector
Build me a per-CSM quality dashboard with CSAT trends and coaching priorities
Impact
Dashboard revealed some CSMs were below the CSAT threshold, and the root cause wasn’t effort, it was a shared pattern: “didn’t understand my issue” accounted for majority of negative feedback. Targeted coaching on ticket threading was created within the same session in Claude based on the analysis.
