All work
05 / Brite Analytics Hub

Designing AI around deterministic business rules.

A bilingual HR analytics concept with 22+ intent templates and two-stage validation.

ROLE

Product vision, requirements & prototype

CONTEXT

AI / NLP / HR analytics

STAGE

Concept & prototype

Brite
Analytics Hub
Concept & prototype
01 / CONTEXT

The product problem.

Protect deterministic HR business logic from uncontrolled model interpretation.

Explore the scope
Natural-language HR analyticsArabic + English interaction22+ intent templatesTemplate-first experienceTwo-stage validation
02 / PRODUCT DECISIONS

What matters. And why.

01

Start with a structured intent.

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

02

Keep business rules deterministic.

A two-stage validation approach is designed to protect deterministic business logic from incorrect AI interpretation.

PRODUCT CONTEXT

A concept and prototype exploring bilingual natural-language analytics around deterministic HR business rules.

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Manara