The problem
Members of the CREATIVE student community needed feedback on resumes and portfolios in the Discord space they already used.
What I built
I built a Python bot that identifies resume uploads, evaluates them against entry-level UX requirements, and uses screenshots to assess live portfolios. Feedback covers case-study structure, research evidence, impact, and accessibility.
The result
The bot ran from January through August 2026 for a community of more than 100 members. I maintained the Railway deployment, fixed failures, and updated it through model changes.
- 01
Resume upload or portfolio URL
- 02
Document review or screenshot analysis
- 03
AI evaluation against defined criteria
- 04
Feedback in Discord
Have a workflow you want to improve?
Bring it to a free 20 to 30 minute call. We’ll talk through whether AI could help and what it would take to build the tool.
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