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2 / 5 seats · Q3 2026
Slot
Case Study № 03 · Email Agent

180 emails a day — today the CEO reads 8.

A managing director with 180 emails a day, 70% of it CC noise and status pings. The agent sorts, answers where allowed, escalates what matters — and delivers a briefing in Notion each morning.

Year
2026
Industry
B2B services
Stack
LangGraph · Gmail API · Notion
Duration
2 weeks
Status
Live · production
§ 02 · The problem
What didn’t
work.

A 60-employee service firm, MD deep in day-to-day operations. 180 emails/day, 4 h of reading without a single decision made. Customer requests got buried under status pings, newsletters and CC loops.

  • 180 emails/day · 70% “FYI only” · 20% answerable · 10% decision-relevant
  • 4 h daily reading time with no measurable output
  • Customer emails waited ~11 h for a reply — lost deals not measurable but felt
  • No system for “read later”, “forward to team”, “decide myself”
Pipeline · Live

Email Agent · inbox triage

Ø Zeit-Ersparnis

Avg. 3.5 h saved per day

01
Inbox
Gmail · IMAP · webhook
02
Classification
5 categories · confidence
03
Answer draft
Tone · context from Notion
04
Routing
Auto · draft · team · escalation
05
Briefing
Notion · 8 a.m. · 8 emails
§ 03 · Result
What changed after 3 months.

Sechs harte Zahlen. Aus den Live-Dashboards des Kunden, gemessen über die ersten Monate nach Go-Live. Kein Marketing-Number-Massaging — Roh-Output aus dem Agent-Log.

KPI № 01
8

emails/day for the CEO

of 180 inbound

KPI № 02
3.5 h

reading time saved

per workday

KPI № 03
94 %

categorization hit rate

measured over 4 weeks

KPI № 04
2.3 h

avg. response time customer emails

was 11 h

KPI № 05
0

missed customer requests

since go-live

KPI № 06
12

auto-answered routine emails/day

no human touch

§ 04 · Voice from the workshop
I used to need an hour in the morning to know what mattered. Today I open Notion, read 8 lines, and know what’s on fire. My inbox is finally just a tool — not a task anymore.
Managing DirectorB2B services · 60 employees