Requests are copied multiple times
Information from email or WhatsApp is entered manually into the CRM, spreadsheets and task lists.
Lost time & typing errors
Automation for SMEs in Berlin & the DACH region
Less chasing for updates.
Less manual data transfer.
More time to grow the business.
We connect email, WhatsApp, documents, CRM and accounting into one reliable workflow, with clear approvals, visible exceptions and one team responsible for delivery.
- Clear effort range before we start
- No major new project required
- Documentation included
Business process first
Technology fitted to the task.
Incoming item recognisedEnquiry complete
Only when neededHuman approval
Direct
within the team
Does this sound familiar?
The software is rarely the real problem.
It is the gaps between people, documents and systems.
Established workflows work — until volume, staff cover or time pressure increases. Then a “quick manual step” quietly becomes a daily cost centre.
Documents wait to be processed
Invoices, reports and forms have to be read, checked, named and filed.
Backlogs & follow-ups
No one sees the full workflow
Each application knows only one part. The current status exists only in individual employees’ heads.
Dependency & blind spots
Quick self-check
Where are you losing the most time right now?
Choose the area that best describes your daily work. You will immediately see what a sensible first step could look like.
A sensible first step
easy to start small
Pre-sort incoming requests in one place
Emails and messages are recognised, completed and turned into clear tasks automatically. Unclear cases remain visible.
- No system change required
- The final decision stays with your team
- Can be tested as a small pilot
Practical solutions
Not another off-the-shelf platform.
A workflow shaped around the way your business works.
We start where friction exists today — and connect only what genuinely needs to be connected.
Incoming
Capture and prepare enquiries automatically
Email, WhatsApp and forms become complete, prioritised cases — without copy and paste.
- Check completeness
- Identify ownership
- Create a task or CRM record
Email
Message
Form
Case #184
Ready for review
All details available
From reading to review and filing
Recurring documents are recognised and prepared. You step in only when something falls outside the rules.
Connect CRM, accounting and spreadsheets
Data is maintained once and stays current everywhere it matters.
Control
Automated, with you still in control
Normal cases flow through. Uncertain or important decisions are deliberately presented to a person.
09:42Invoice recognised
automatic
09:43Amount differs
Approval
09:45Booking prepared
logged
Project 01 · WorkHours
The team records the hours.
Management gets reliable figures.
Employees record time, exceptions and receipts on site. The owner reviews hours, open cases and accounting in one dashboard.
Before
Piece together hours and receipts
Questions, screenshots and corrections just before month-end.
Today
Review instead of piecing data together
Hours, receipts and open cases are ready to review in one place.
18
months in operation
12.298,5
recorded working hours
0
discrepancies in time accounts
More systems in operation
Built for real operations.
Proven in daily operations.
Four production systems: scheduling, mobile teams, document AI and operational control, with real states, exceptions and handovers.
02
Live
Scheduling & customer portal
One job. One continuous flow.
Scheduling, field service, customer portal and invoicing stay connected to the same job.
03
Live
Document automation
From a scan to a deadline and the right response.
OCR, rule checks, Drive archive, tasks and source-backed search work as one loop.
04
Live
Operational control
Operations keep running. Control stays with you.
Scheduling, communication, accounting and system status in one controlled daily cycle.
Real systems, deliberately anonymised. Personal, customer and job data remain protected.
How a reliable workflow takes shape
Start small.
Prove it properly.
Then expand.
You do not need a specification document. One real case and a short conversation are enough to begin.
Describe your workflow with no obligation-
01
20–30 minutes
Understand the real workflow
Where does information arrive? Who checks what? Which exception costs the most time today?
Outcome: a clear process map -
02
Before the project starts
Assess value and effort honestly
You receive a clear recommendation: automate, simplify — or intentionally leave it as it is.
Outcome: a bounded first step -
03
In short iterations
Build with real cases
The workflow is built from real examples and tested with your team. No black box, no big bang.
Outcome: a working pilot -
04
After a successful test
Hand over cleanly and support it
Documentation, monitoring and clear ownership keep the workflow reliable in daily operations.
Outcome: controlled operations
The important difference
Automation should take work off your hands.
Responsibility should remain with you.
That is why checks, exceptions and rollback paths are designed from the start, not after something goes wrong.
Approvals at the right points
Important decisions deliberately stay with the people who understand the business.
Exceptions are surfaced
Unclear cases do not disappear inside the system; they reach the right person with the necessary context.
Every step remains traceable
Logs and documentation show what happened, when and why.
mosman.ai
One team from the first conversation to handover
Direct communication
How we work
Close to your process.
Strong at turning ideas into working systems.
We combine operational understanding with technical delivery. We listen first, ask the right questions and only then start building.
Our experience comes from real operations, integrations and automation: from time tracking and document processing to CRM, email and reporting.
Business first
Technology adapts to your operation, not the other way around.
Process → Solution
One team owns the outcome
You talk to the team that designs and builds the solution.
Conversation → Delivery
A handover your team can use
Your operation never depends on knowledge held by one person.
System → Independent
A way of working that fits your project
From one bottleneck to continuous operational improvement.
01Orientation
Process review
For one concrete question: is automation worthwhile here at all?
- Current-state review
- Feasibility & risks
- Clear recommendation
02Delivery
Bounded pilot
For one real process that needs fast, controlled improvement.
- Fixed initial scope
- Test with real cases
- Documented handover
03Development
Ongoing support
For businesses that want to improve several workflows step by step.
- Prioritised roadmap
- Monitoring & maintenance
- Predictable ongoing development
Frequently asked questions
What you may want to know before our first conversation.
Is your question not listed? Send us two sentences about your workflow. No technical preparation is needed.
kontakt@mosman.aiDo we need to replace our existing software?
Usually not. The best place to start is often to connect existing systems properly and remove manual handovers. We only recommend replacing software when there is a genuine business need.
Is our process too unusual to automate?
Established processes always have their own quirks. The key is to separate repeatable normal cases from genuine exceptions and design for both.
How do we know whether the effort is worthwhile?
Before implementation, we assess frequency, time spent, the impact of errors and technical effort together. If a simple organisational change is the better answer, we say so openly.
What happens when the automation is uncertain?
Uncertain cases are never processed silently. They are flagged and presented for review with the necessary context. Critical decisions can always require approval.
Can we start small?
Yes. A clearly bounded pilot with real cases is the preferred starting point. The workflow is expanded only after value and stability have been proven.
Who supports us after implementation?
You continue to have direct contacts in our team. Depending on your needs, the solution can be handed over, supported when required or developed continuously.
Free initial review
Which process is wasting your time today?
Describe the workflow in a few sentences. You will receive an honest assessment of whether automation makes sense and what a bounded first step could look like.
Describe your workflow by email
No technical preparation required
mosman.ai teamReply directly from the delivery team
- Emailkontakt@mosman.ai
- RegionBerlin & DACH region
- FormatRemote & on site
Tools used in real projects
The technology stays in the background.
But it is built to be resilient.
We choose tools based on workflow, operations and handover — not hype. We have already connected these technologies in production.
Interfaces
JSJavaScriptTSTypeScript5HTML & CSSTGTelegram Mini AppsCFCloudflare Pages
Logic & automation
PyPythonAPIFastAPIn8nn8nAIVision OCRLLMOpenAI · Claude · Ollama
Data & business systems
PGPostgreSQL · pgvectorSQLSQLiteNNocoDBLLexofficeAAmoCRM
Communication & operations
GGoogle WorkspaceWAWhatsApp@Gmail · IMAPDDockerLxLinux · systemdGitGitHub