The challenge
An inspection concept needed a complete path from uploaded media and labeled examples to model versions and rules-based inspection results.
The work
Built a local workflow for dataset upload, frame extraction, annotation, training jobs, model registration and inspection rules, with an administration interface and background workers.
What the project demonstrates
Project records report local end-to-end validation of the backend and administration workflow using sample data. The trainer is a simplified stand-in, not a production object detector. Mobile capture and real-world model performance remain unverified.
Technology & expertise
React · Python · PostgreSQL · Background workers
Where this approach fits
For teams that want to validate the surrounding product workflow before committing to production vision models.
Have a similar challenge?
Start with a focused discovery or POC, scope production work when the evidence supports it, and add ongoing support as your needs grow.
Projects: US$1,000–$50,000. Support: US$500–$5,000/month. Each stage is scoped separately.
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