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[ Use cases ] Five Mittelstand scenarios

Which sounds like your Monday?

Five concrete scenarios from DACH Mittelstand and tax advisory. Archetypes, not real logos. Reference cases on client release.

[ 01 ] Tax firm

Monday client triage.

80 staffHamburgPilot, 3 weeksfrom EUR 14,000

Every Monday 200 client mails pile up: receipt questions, schedule changes, notice clarifications. Three staff spend half a day on triage.

Partner, Hamburg tax firm, pilot sponsor
Before, manual

Monday inbox

200+

Client mails. Four hours of triage by three staff. Who answers what gets sorted in WhatsApp groups.

Mails / Mon200+
Triage time4 h
Staff3
FTE load0.3
After, Sven, intake

Four categories, drafts ready

30 min

One person validates in 30 minutes. Sven sorts into four categories and drafts replies for 60 percent.

Notices68 / +34%
Receipts42 / draft
Schedule31 / auto
VAT22 / draft
Service
Pilot
3 weeks, EUR 14,000
Agent
Sven
Intake triage, L4
Stack
Claude Sonnet
EU resident
Live since
March 2026
runs/d 412
[ 02 ] B2B SaaS

Quarterly reporting in hours, not days.

30 staffMunichPilot, 3 weeksfrom EUR 14,000

Quarter end costs the controller three days: pull SAP exports, review sales notes, write reports. While that runs, regular business halts.

CFO, B2B SaaS Munich, pilot sponsor
Before, manual

Quarter end

3 days

Pull SAP exports, review sales notes, write quarterly report. Controller blocked for other work.

Q reports / yr4
Time per report3 days
FTE equivalent0.5
Delay2 weeks
After, Klaus, reports

Draft in 30 minutes

0.5 day

Klaus builds the first draft in 30 minutes from raw data. Controller validates, comments, adds strategic framing.

Draft time30 min
Validation3 h
FTE freed2 / quarter
Time to report3 days
Service
Pilot
3 weeks, EUR 14,000
Agent
Klaus
Operations, L4
Stack
Claude Opus
SAP MCP bridge
Live since
February 2026
runs/q 4
[ 03 ] Insurance broker

Contract analysis across all portfolios.

120 staff5 sitesRollout + retainerEUR 22,800 + EUR 2,400/mo

Contract analysis across all portfolios used to mean: every site does it differently, things get missed, risks stay hidden. We need one method every adviser can use.

Managing director, insurance broker, sponsor
Before, 5 islands

Every site its own method

5x

Five sites, five Excel templates, five orderings. Risks stay hidden because no one has the overview.

Sites5
Templates12+
Contracts / mo800
Risk coverageapprox 60%
After, Rita, audit

120 trained staff

100%

Rita reviews every contract with the same method and lists prioritised risks. Per-team training, escalation runbook, handover to in-house IT.

Sites1 method
Trained120 staff
Risk coverage100%
Time per contract8 min
Service
Rollout
8 wks + retainer
Agent
Rita
Audit reviewer, L3
Stack
Claude Sonnet
on-prem deploy
Live since
January 2026
runs/d 95
[ 04 ] Executive search

CV screening for mid-market mandates.

15 advisersFrankfurtPilot, 3 weeksfrom EUR 14,000

Per mandate we see 200 to 400 CVs. Maybe 20 fit the shortlist. But someone has to read all of them first. That blocks advisers from talking to suitable candidates.

Senior partner, executive search, sponsor
Before, manual

CV screening

300

Read CVs per mandate, check against requirements, build shortlist of 20. Three days per mandate blocked.

CVs / mandate300
Screening time3 days
Shortlist20
Mandates / mo8
After, Rita, screening

Shortlist in two hours

2 h

Rita reads each CV against the requirements. Writes a justification per candidate and lists top 25 prioritised. Adviser validates.

Auto screen2 h
Validation1 h
Top 25 / mandateprioritised
Mandates / mo14 / +75%
Service
Pilot
3 weeks, EUR 14,000
Agent
Rita
Audit / screen, L3
Stack
Claude Sonnet
EU resident
Live since
April 2026
runs/d 600
[ 05 ] Industrial Mittelstand

Maintenance tickets pre-qualified.

250 staffSwabiaPilot + heart infraEUR 21,500

Service technicians get tickets from 12 plants. Each ticket has to be read first to decide whether it is critical, which technician goes, which spare parts. Today one person does that, the rest wait.

Service lead, machine building, sponsor
Before, manual

Ticket bottleneck

1 person

One dispatcher reads each ticket, classifies, assigns a technician. Sickness or holiday paralyses the whole plant network.

Tickets / day85
Dispatchers1 (+1 backup)
Time to assign42 min
SLA breach / mo12
After, Bella, dispatcher

Auto routing with escalation

5 min

Bella classifies, suggests technician and spare parts, routes to plant coordinator. Dispatcher reviews only escalations.

Auto classification94%
Time to assign5 min
Escalations / day5
SLA breach / mo2
Service
Pilot + heart
5 weeks, EUR 21,500
Agent
Bella
Orchestrator, L3
Stack
Claude Opus
on-prem, SAP MCP
Live since
March 2026
runs/d 85
[ First call ]

Which use case sounds like your Monday?

30 min first call
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