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

A prioritized use-case portfolio, a centre of excellence established, and an efficiency case documented for the board.

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

A measurable reduction in high-value customer churn within the first year 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 a substantial dataset catalogue and an API layer serving multiple consuming applications.

Oil & Gas

Predictive Maintenance for Refinery Operations

Scope

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

Outcome

A material reduction in unplanned downtime and documented annual savings across the first asset class.