InContext Advisory

Selected Engagements

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

Outcomes are illustrative and anonymised. Past results do not guarantee future outcomes.

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.