InContext Advisory

Selected Engagements

A sample of mandates and projects delivered for clients across regulated sectors. Details anonymized per confidentiality agreements.

Banking

AI Operating Model for a Leading Kuwaiti Bank

Scope

Designed and delivered a comprehensive AI operating model including governance framework, use case portfolio, and technology architecture for a top-3 bank.

Outcome

12 AI use cases prioritized, CoE established, $4M efficiency gains identified.

Telecom

Customer Intelligence Platform for a National Operator

Scope

Built an ML-driven churn prediction and next-best-action engine integrated with CRM and billing systems.

Outcome

23% reduction in high-value churn within 6 months of deployment.

Government

National Open Data Portal Design

Scope

End-to-end architecture and governance framework for a ministerial open data initiative aligned with New Kuwait 2035.

Outcome

Portal launched with 200+ datasets, API layer serving 15 consuming applications.

Oil & Gas

Predictive Maintenance for Refinery Operations

Scope

Sensor-fed anomaly detection and predictive maintenance system for critical refining equipment.

Outcome

40% reduction in unplanned downtime, $8M annual savings on first asset class.