Nizam · نظام
Ask Saudi regulations in Arabic or English and get an answer cited to the exact article. It covers 335 articles across the Personal Data Protection, Labor, Anti-Cyber Crime and E-Commerce laws.
- What I built
- Parsed the official Bureau of Experts text into 335 articles, keeping only current (amended) wording
- Hybrid retrieval: Arabic-normalized BM25 plus multilingual bge-m3 embeddings, merged with weighted RRF
- Cross-lingual query translation so English questions match Arabic legal wording
- Streamed, cited answers with an evidence meter, grounded refusals, a law library and a bilingual RTL/LTR interface
- Result
- 100% Hit@5 on a 60-question Arabic/English evaluation, 100% citation accuracy, and every out-of-scope question declined. The metrics are published in the app.
