All work

Internal concept and prototype

Brite Analytics Hub

I wanted to see if people could ask HR questions in plain Arabic and English. This is an internal concept and prototype, not a production release.

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Role

Product vision, requirements, and prototype

AreaHR analytics
StageInternal concept and prototype
The context

The question: how can people ask HR questions in plain language without a model misreading business rules? Fixed HR logic has to stay protected from uncontrolled model interpretation.

The scope

What it covers

Natural-language HR analyticsArabic + English22+ intent templatesTemplate-first experienceTwo-stage validation
The numbers
22+intent templates
2validation stages
2languages: Arabic and English
Scene 0/4 Skip

Key decisions

Start with a structured intent

A template-first experience makes the supported analytics intents explicit.

Keep business rules deterministic

Two-stage validation protects business logic from incorrect AI interpretation.

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For product roles and professional inquiries. Based in Cairo, Egypt, and open to relocation.

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