Understand
Map the real workflow, systems, edge cases, and ownership.
Custom internal tools · workflow automation · applied AI
We design and build custom internal tools, workflow automation, and AI-assisted systems for specialized work that off-the-shelf software cannot handle.
For operations, product, and transformation teams in knowledge-intensive organizations and vertical SaaS companies.
Selected experience
How we work
We start with the work itself: the handoffs, exceptions, tacit knowledge, and decisions that make standard software fail. Then we improve the process and build the software around it.
Map the real workflow, systems, edge cases, and ownership.
Remove friction before automating it.
Create a working tool with real data and integrations.
Fit it into daily operations, governance, and the product roadmap.
Selected work
This work was led by Tobias Treppmann across product, contract and independent consulting roles.
A funeral workflow spanning pastors, cemeteries and funeral homes was integrated into the existing calendar and form builder — making the same foundation reusable for rooms, baptisms, weddings and other bookings.

The AI onboarding turns a description of a business process into a data model and renders it in the real builder. AI accelerates the start; a person can see and change every field.

A production color engine creates accessible themes from thousands of program images. The Color Lab keeps thresholds and brand decisions in design hands instead of hiding them in code.

Analyzed past fundraising letters and turned the findings into a guided, human-controlled multi-channel workflow.
A copilot drafts answers from the service handbook; the team retains review, editing and send decisions.
Turned manual logging into structured AI-assisted capture without removing editorial judgment.
Organized repeated decisions and cross-platform synchronization as a shared, machine-readable system.
Services
Bring us a process held together by spreadsheets, copy and paste, tacit knowledge, or software that never quite fits. We identify the highest-value intervention and build something the team can use.
Map the work, edge cases, people, systems, and cost of friction. Remove unnecessary steps and identify the highest-value intervention.
Build focused software for specialized operations that off-the-shelf products support poorly or not at all.
Connect systems and automate repeatable work while keeping exceptions, approvals, and ownership explicit.
Use AI where context and variability matter, with the right controls, human review, real data, and production interfaces.
The studio
Treppmann Studio is Tobias Treppmann’s independent practice in Berlin. He combines process analysis, product strategy, UX, systems design, and AI-assisted development. His work has turned complex operations into usable systems at Datameer, Ninox, ChurchDesk, and Bibel TV, and supported service-to-product transformation at Hypoport.
Improve the process before choosing the technology.
A functional model creates better decisions.
Automate what can repeat. Keep control where it matters.
Contact
Bring the workflow your team has learned to work around. We will determine whether it needs process change, automation, or a purpose-built tool.
hello@treppmann.designBerlin · working internationally