Technical SME
From 4 hours to 20 minutes: automating reporting in a technical SME
Guided Automation · Duration: 5 weeks
In summary
The context
Technical SME
20 people
Data spread across 3 systems
Manual weekly report
The problem
4 hours/week to produce the report
Data aggregated by hand from 3 systems
Constant risk of copy-paste errors
The result
Report in 20 automatic minutes
Zero manual intervention
Data always up to date in real time
Context
The context
A technical SME with 20 employees. Every week, one person spent 4 hours aggregating data from three different systems to produce the internal operational report.
The process worked but was costly, risky and not scalable. If that person was away for a week, the report arrived late or didn't arrive at all.
Analysis
The problem
This case was different from the others: the process was already clear. There was nothing to redesign — there was something to automate.
The analysis confirmed the flow was solid: the person who ran it knew exactly what to do, in what order, with which data. The problem was that they did it by hand. Every week. For years.
What the Audit found
3 systems with data not synchronised with each other
Manual export from each system + aggregation in Excel
No automatic check on errors or missing data
Dependency on a single person to produce the report
Intervention
The intervention
Analysis and tool selection
week 1
Analysis of the existing flow and the three systems involved. Evaluation of the available integration options. Choice of n8n for connection flexibility and ease of future maintenance.
Implementation
weeks 2–4
Development of the three data-extraction flows, aggregation logic and automatic validation. Testing with real data from the last 8 weeks to verify the correctness of the results.
Training and launch
week 5
Training session with the process owner and their backup. Complete system documentation. Follow-up in the first 3 weeks after activation.
Results
The results
4h→20'
Report production time
−100%
Manual intervention
Real-time
Data updates
What concretely changed
The report generates itself every Monday morning. In 20 minutes. Without anyone having to do anything.
The data is always up to date — not only when someone has time to update it. And the system includes automatic validation: if data is missing or there are anomalies, a notification arrives before the report is distributed.
The person who used to run the manual process now uses those 4 hours for something else.
Something I didn't expect
This case confirms something I've learned over time: not everything needs to be redesigned before being automated. When the process is already clear and works, automating it is the right move. The difficulty is recognising when you're in this case and not jumping to the conclusion that "just automate it" when the process still needs fixing.
Does your situation remind you of this case?
It doesn't have to be identical. Tell me what your process looks like now and I'll tell you honestly whether I can help.
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