Provide a fixed-scope implementation service that audits the buyer's existing data stack and deploys one production personalization workflow, such as next-content ranking. Delivery includes event instrumentation, model-ready feature pipelines, real-time serving, controlled exploration, evaluation, and operational handoff. Reusable deployment templates and monitoring components can progressively turn the service into a repeatable productized offering.

Personalization systems increasingly need to learn from sequential behavior continuously rather than depend on slow offline retraining. Multiple employers are hiring senior specialists to assemble this full production workflow, indicating both urgency and a shortage of readily available implementation capability.