I built a sanitized public demo of an AI customs classification assistant — looking for critical feedback

eXWarHammer — Fri, 22 May 2026 04:03:28 +0000

I’m Edin, and I work in customs/import-export.

I’m building an AI-powered customs classification assistant focused on HS code determination, auditability, and anti-hallucination validation.

The main project is private because it contains domain-specific customs work and beta infrastructure, so I created a sanitized public demo repo and a guest-only live demo for review.

Live demo:
https://carinski-ekosistem-demo.pages.dev

Public demo repo:
https://github.com/kalaba992/Carinski-ekosistem-demo

The demo contains:

no private data
no credentials
no Auth0
no Convex
no OpenAI
no production infrastructure
synthetic examples only
illustrative classification outputs only

I’m specifically looking for critical feedback in these areas:

React / TypeScript structure
UI/UX clarity
validation flow
security risks
testing strategy
maintainability
wording that may create legal/professional overclaim risk

I do not need general praise. I need direct feedback on what is weak, unsafe, confusing, or not production-grade.

Review guide:
https://github.com/kalaba992/Carinski-ekosistem-demo/blob/main/docs/REVIEW_GUIDE.md

If you are willing to help, please open a structured issue in the demo repo using one of the templates.

DEV Community: eXWarHammer

I built a sanitized public demo of an AI customs classification assistant — looking for critical feedback