Quality Assurance, Admin & internal portal
Karlis
Published
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The Problem: Operations required checking 100% of photos, but manual review covered <1%. Additionally, finding who performed a job required a manual search through Excel sheets.
The Solution: Built a custom Computer Vision pipeline (YOLOv12/Roboflow) that audits images and provides feedback to the worker in <20 seconds (via API and Supabase Edge Functions).
Admin Automation: Fully automated the “Worker Lookup” process, matching Job IDs to workers instantly, saving hours of daily manual Excel work.
Internal portal: Created an internal portal to showcase operations data - how many jobs are done in each
location, worker statistics, etc.