ManufacturingAI Agents & Automations10 Weeks
A steel detailing firm in North America, had five years of operational data stuck in a database nobody wanted to touch. We built a workforce portal with automated agents that track time, generate reports, and chase down missing entries on their own.
Under 3 min
Daily Entry Time
Down 80%+
Missed Timesheets
2.8s
Report Generation

“They understood what we needed and delivered it without making things complicated. The portal's been running well since day one”
Marcus Pellegrini
Director of Operations, Anatomic Iron
Before
Manual entry on outdated screens, Reports compiled by hand over days, Missed timesheets with no follow-up
After
Guided 3-minute daily time entry, On-demand geo-aware dynamic reports, Automated daily compliance reminders
Narrative
The Challenge
Employees were spending 15 to 20 minutes a day logging hours through interfaces that weren't designed for the volume they were handling, and missed entries often went unnoticed until billing was already underway. The gap between timesheet data and actual project costs was growing, and it was getting harder to send accurate invoices on time.
What We Built
We built two portals, one for employees and one for admins, and migrated five years of records into a new database without taking anything offline. A compliance agent checks timesheets every day and sends reminders to anyone who hasn't logged their hours. The admin side generates six reports that pull different data depending on where the viewer is located. Five years of records moved over with zero data loss.
Results
Daily timesheet entry went from 15 to 20 minutes down to under 3. Missed timesheets dropped by over 80% once automated reminders took over. Reports that used to take days to assemble now show up in seconds. The billing accuracy gains alone covered the project cost in the first quarter.
Story gallery
Technical proof
Implementation details and the stack behind the delivery.
Implementation highlights
Key engineering decisions from this project.
Stack snapshot
Tools and platforms used in the delivery.
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