Finance · AI Automation · Business Systems
Finance experience meets practical AI business systems.
I combine finance, controlling, business process understanding, and modern AI tools to build practical systems for decision support, small business finance, internal knowledge, dashboards, and workflow automation.
Finance Business Partner · Manufacturing Controlling · AI-enabled tools · Business process improvement
System map
- 01
Finance
Margins, cash, cost structure
- 02
Data
ERP exports, documents, requests
- 03
AI workflow
Classify, extract, summarise
- 04
Dashboard
Structured, reviewable output
- 05
Decision
Human approval and action
Focus areas
What I build
Finance & Decision Support Tools
Practical calculators, dashboards, and red-flag explanations that help small businesses understand margins, cash flow, break-even, ROI, and business health.
AI-Assisted Business Workflows
Workflow concepts and prototypes that connect emails, documents, spreadsheets, AI summaries, task tracking, and human approval.
Internal Knowledge & Process Portals
Corporate portal prototypes for onboarding, instructions, SOPs, training, updates, KPI visibility, and AI-supported knowledge search.
Business Systems Prototypes
Fast interactive prototypes that turn business ideas into something visible, testable, and understandable for managers and stakeholders.
Selected work
Featured projects
Small business finance calculators
SME Finance Helper
A practical calculator and example platform for small businesses, freelancers, and self-employed professionals. It helps users calculate profitability, break-even, ROI, payback, cash flow, and business health.
Problem-first finance knowledge base
SME Financepedia
A problem-first finance knowledge base explaining business finance red flags, symptoms, concepts, and practical examples. It is designed to help users understand the problem before calculating the numbers.
Corporate knowledge, onboarding, process standards, and internal portal concept
In development / concept
Production Company Excellence Hub Concept
A concept for an internal business portal for a production and distribution company. The idea combines onboarding, process standards, instructions, training, internal updates, management visibility, and an AI-supported knowledge assistant.
AI automation and workflow prototypes
AI Business Workflow Demos
A growing set of practical workflow ideas for small and mid-sized companies: email request triage, document extraction, weekly manager summaries, finance red-flag reporting, and internal knowledge assistants.
Practical automation
AI Business Systems
Practical AI-assisted workflows for small and mid-sized companies — focused on emails, documents, reports, internal knowledge, finance checks, and management visibility.
AI Email & Request Triage
Incoming emails can be classified by category, priority, customer, deadline, and required action. The system can prepare a draft response and log the request for human review.
Invoice & Document Data Extraction
Invoices, PDFs, or structured documents can be reviewed to extract supplier, amount, due date, reference numbers, missing fields, and potential risk flags.
Weekly Manager Summary
Operational data, requests, issues, and tasks can be summarized into a weekly management overview with key risks, delays, repeated problems, and suggested focus areas.
Internal Knowledge Assistant
A controlled assistant can help employees find instructions, policies, SOPs, training materials, or process explanations based only on approved company content.
Finance Red Flag Reporting
Monthly business numbers can be checked for warning patterns such as growing revenue with falling margin, missing cash, unclear payback, rising costs, or customer concentration.
Onboarding & Training Workflow
New employee onboarding can be organized through checklists, training status, documents, confirmations, and manager visibility.
These concepts are AI-assisted workflows, not fully autonomous decision systems. Sensitive actions should remain under human review and company approval.
Method
How I work
- Step 1
Understand the business process
Clarify the real workflow, repeated tasks, people involved, documents, decisions, and pain points.
- Step 2
Map the workflow
Turn the process into a clear sequence: trigger, data, AI step, rules, output, human approval.
- Step 3
Build a prototype
Create a visual or working demo using practical tools such as Lovable, spreadsheets, automation platforms, and AI models.
- Step 4
Test with realistic examples
Use sample emails, documents, numbers, or business scenarios to check if the workflow makes sense.
- Step 5
Prepare next steps
Define what would be needed for real implementation: tools, integrations, data protection, permissions, owners, and maintenance.
Writing
Articles & thinking
The Future of Finance and Controlling in the Age of AI
Which parts of finance and controlling work AI can realistically reduce, why business understanding still decides the outcome, and which skills finance professionals should build next.
Read article 7 min readWhy Finance Professionals Should Learn AI Workflows
AI workflows are not programming. They are chains of trigger, data, AI step, rules, output, and human approval — and finance professionals are unusually well equipped to design them.
Read article 7 min readFrom Spreadsheets to AI-Assisted Business Systems
Spreadsheets are not the problem. The manual work that grows around them is. A practical path from files to dashboards, automation, and AI-assisted business systems.
Read article 7 min readWhy Small Businesses Need Red Flags, Not Only Reports
Reports show what already happened. Red flags help owners notice what may be going wrong while there is still time to react — with concrete patterns worth watching.
Read articleHave a workflow or finance idea?
Open to professional opportunities, collaboration, and prototype conversations.