FLAGSHIP ENGAGEMENT HIES AI Platform · Sultanate of Oman AiSPRY × ODP Oman × NCSI

A World FirstAI for a nation's
household economy.

We built the world's first AI/ML platform for a national Household Income & Expenditure Survey — for the National Centre for Statistics and Information (NCSI), Sultanate of Oman. Sovereign cloud, PDPL-compliant, fully explainable. Aligned with Vision Oman 2040.

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METHODOLOGY CRISP-ML(Q) · Six Phases · Six Months Quality assured throughout

From Charter to Go-LiveSix phases.
One sovereign delivery.

CRISP-ML(Q)-aligned methodology with quality assurance integrated into every phase. Working MVP by mid-December 2025, full production go-live by March 2026 — with an 11+ specialist team behind delivery, certified to ISO 27001 and CMMI Level 3.

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FOUR PILLARS The Architecture of Trust Explainable · Sovereign · Auditable

The Four PillarsEstimation,
prediction, insight,
explainability.

Every prediction the platform produces is explained at the feature level using SHAP, with audit trails, bias and fairness checks, and back-testing on the 2010 HIES wave. No black boxes. Just sovereign, statesmanlike intelligence — built for a national statistics office.

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PILLAR 01

AI-Driven
Estimation

Survey-to-AI methodology shift for national HIES.

70–80% time saved

PILLAR 02

Predictive
Analytics

Income and expenditure forecasting across horizons.

MAPE < 10%

PILLAR 03

Proactive
Insights

Bilingual dashboard. Real-time policy intelligence.

AR / EN bilingual

PILLAR 04

Explainable
AI

SHAP attribution. Audit trails. Bias checks.

100% explainable

A World FirstAI for a nation'shousehold economy.

From Charter to Go-LiveSix phases.One sovereign delivery.

The Four PillarsEstimation,prediction, insight,explainability.

A World FirstAI for a nation's
household economy.

From Charter to Go-LiveSix phases.
One sovereign delivery.

The Four PillarsEstimation,
prediction, insight,
explainability.