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Inference Wire

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Manufacturing·AI Agents & Automations·10 Weeks

Anatomic Iron

Replacing Manual Spreadsheet Chaos with 3-Second Reports

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

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Responsive mockup of the Anatomic time tracking and project dashboard on laptop and mobile screens, a SaaS UI design case study by Hexaa.
“They understood what we needed and delivered it without making things complicated. The portal's been running well since day one”
MP

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Manual entry on outdated screens, Reports compiled by hand over days, Missed timesheets with no follow-up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 full story.

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

Project snapshots.

Technical proof

How it was built.

Implementation details and the stack behind the delivery.

Implementation highlights

Key engineering decisions from this project.

Migrated 5+ years of historical operational data with zero loss and zero downtime
Automated compliance agents cut missed timesheets by over 80%
Delivered 6 reports that adjust based on employee location
Cut daily time entry from 15 to 20 minutes to under 3

Stack snapshot

Tools and platforms used in the delivery.

OpenAI Whisper APITensorFlowJS PostgreSQL AWS Express.js

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