Workflow Automation Case Study
Automating a weekly report that used to take hours to assemble by hand
An Australian wholesale and retail brand (identity anonymized at the client's discretion).
Identity anonymized at the client's discretion. Every number below is real and verified. Seeour case study policy.
The challenge
Every Monday, someone had to manually pull data from 8 separate spreadsheets, reconcile the numbers, and build a formatted trade report before the team's morning meeting. It was repetitive, time-sensitive, and entirely dependent on one person being available every single week.
What we built
A scheduled agent, not a manual checklist
We built an automated agent that runs on a fixed schedule, reading all 8 source files directly from their shared drive location rather than waiting on someone to gather them.
Real report generation, not just data extraction
The agent doesn't just pull numbers, it builds the full formatted output: a 13-slide presentation matching the team's existing report structure, generated automatically rather than assembled by hand.
Delivered on a fixed schedule, every week
The finished report is generated and delivered automatically early Monday morning, ahead of the team's meeting, with no manual trigger required.
The outcome
The report that used to require someone's Monday morning now generates and arrives on its own. We haven't published a specific hours-saved figure for this account because we don't have an independently verified time-tracking number on file from before automation, the same evidence standard we hold every case study on this page to.
Frequently asked questions
What kind of report can be automated like this?
Any recurring report built from multiple structured data sources, spreadsheets, exports, or connected systems, that currently requires someone to manually gather and format the output on a schedule.
How many data sources can this kind of automation handle?
This example pulls from 8 separate source files. The right number depends on your data, we scope it during discovery rather than assuming a fixed limit.
What happens if a source file changes format or is missing?
Reliable workflow automation includes error handling and monitoring, not just the happy path. We design for source changes and alert on failures rather than silently producing a broken report.
Does this replace the person who used to build the report?
It replaces the manual assembly work, not the judgment. The team still reviews and acts on the report, they just don't spend hours building it first.