Customers
Every deployment started with a constraint.
Every customer here held both mandates — AI at all costs, trust nothing by default. Data that couldn't move, networks that couldn't connect, timelines that couldn't slip. Commercial and public sector, as peers.
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Millions of dollars in incremental business value.
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AI-led churn reduction at streaming scale.
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3× improvement in add-to-basket rates.
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Citizen-service analytics, fully auditable, under UK jurisdiction.
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A U.S. FEDERAL AGENCYPublic sector · National security
Air gap to operational use in 6 weeks.
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LENOVOCommercial · Global eCommerce
Context
Global eCommerce personalization across dozens of markets and a hundred-million-scale customer base.
Constraint
Customer data governed in-region; no third-party CDP allowed to hold a copy.
Deployment
Warehouse-native models and activation in Lenovo's own cloud tenancy.
Outcome
"Generated millions of dollars in incremental business value." — Ajit Sivadasan, President, Global eCommerce
and agencies across the U.S. national security community, whose work is not described publicly.