mosman.aiCase study · 04 / 04All projects

Case 04 · Ops Suite

Operations keep running.
Control stays with you.

One control layer connects field teams, communication and accounting. Routine runs in the background; important decisions and exceptions go to a person.

Running in productionRules firstEmergency stops
54implemented automation workflows
31workflows active in production
Humandecides at the final boundary
PyPython n8nn8n TGTelegram NNocoDB LLexoffice AAmoCRM GGoogle Workspace WAWhatsApp DDocker
Owner dashboard · TodayLive · 12 sec ago
THURSDAY · 23 JULYGood morning. Operations are on schedule.
31 workflows active
Jobs today129 completed75 %
Approvals42 prioritisedReview
System status18/18last checked at 10:42Stable
Operating dayAll signals
08:00 · Planning4 teams started12 jobs assigned
OK
10:26 · Communication2 customer replies prepared1 awaiting approval
Live
14:00 · AccountingReceipt batch preparedReview starts automatically
Scheduled
OOps Monitor
GESAMTSTATUSEverything is running normally
18/18
StatusProcessesIncidents
Automations31 live workflows
Stable
Data sourcesNocoDB · CRM · Drive
Current
Approvals2 actions waiting
Review
LAST CHECK10:42 · no incidentNext check in 3 minutes
Exception detected Approval required

Automation without a black box. Source, decision and result remain separate and traceable.

TelegramDashboardsMonitoring

The starting point

The information was there.
The shared view was missing.

The owner had to assemble jobs, hours, messages and accounting events from several sources into one daily picture.

Scattered signals

Each specialist application showed its own slice, but none explained the full operating day.

Communication without a dossier

Email, WhatsApp and CRM had to be searched separately for every customer question.

Automation without boundaries

A process is trustworthy only when it is clear what it may do and where it must stop.

A day as a system

Prepare. Observe.
Review. Close.

The core is not one bot, but a reliable daily cycle with clear states.

01 · Previous evening

The plan reaches the team automatically.

At 17:50, the system builds tomorrow's plan from the job calendar using fixed rules.

02 · Operating day

Signals arrive in the cockpit.

Jobs, communication and accounting status become one operational view.

03 · Evening

Exceptions are routed to a person for approval.

The report clearly marks missing responses, retrospective changes and assumptions.

Telegram · Tomorrow’s plan
PTomorrow’s plan
THURSDAY · 24 JULY4 teams · 12 jobsDry · 24 °C
08:00
Team North · 3 jobsMitte → Pankow → WeißenseeMaterials complete · 1 photo brief
08:30
Team South · 4 jobsNeukölln → TempelhofVehicle 03 · Route checked
From calendar and master dataSent to 4 teams ✓
Dashboard · One operational view
Operating day · Live12 sec ago
OPERATING VIEW12 jobs · 4 teams
No incident
Field work9 / 123 active
Communication62 open
Accounting82 to review
Systems18 / 18stable
CaseField teamContactFinanceStatus
#184 · Care, MitteReport readyCustomer informedreadyDone
#185 · Installation, Pankowon siteno questionopenLive
#186 · South servicewaitingQuestionReview
Rules first · Human approval point
End of day · Exceptions3 to review
20:00 · CREATED AUTOMATICALLYOnly exceptions need attention
Rules first
!
JOB #186Team response missingPlanned time never replaces actual working time.
Details
JOB #179Time changed afterwards7.5 h → 8.0 h · change logged
Review
BUCHHALTUNG2 booking drafts preparedNothing is submitted before your approval.
Open
Export reportApprove reviewed actions

System views

Operations from four
decisive perspectives.

All views are anonymised and show real process logic without business or personal data.

System landscape

Many specialist systems.
One controlled daily cycle.

Each assistant handles one clearly bounded task. No single bot is allowed to do everything.

SchedulingTeams & jobs
CommunicationEmail & WhatsApp
AccountingReceipts & status
Operating rulesApproved data
CockpitOne operational view
MonitoringErrors & kill switch

AI governance in daily operations

The model suggests.
The approved operating rules decide.

Draft, approval and execution are deliberately separate stages.

No invoice is sent without final human approval.

Irreversible or reputation-sensitive actions stop at a clear boundary and show exactly what is being approved.

Emergency stop and audit log are part of the product.

Active workflows can be stopped deliberately. Status, errors and completed steps remain traceable.

Back to the first project · 01 / 04

The team records the hours.
Management gets reliable figures.

View WorkHours