Ensure You Have the Capabilities to Win with GenAI
Deployment, Integration & MLOps for Scalable Personalization
Workshop
Operationalize personalization—reliable, real-time, and measurable
Personalization scales when systems are designed for real-time serving, integrations are intentional, and MLOps makes deployment repeatable. This workshop helps teams architect scalable personalization.
Leave with an operational blueprint—architecture, integration plan, MLOps pipeline, and measurement approach.
The Challenge
Many personalization initiatives prove value in pilots, then struggle when they need to run reliably across channels and at scale.
- Architecture isn’t built for real-time: Serving, latency, and scalability constraints limit experience quality and adoption.
- Integrations are fragile: Data, channels, and decision services don’t connect cleanly, increasing breakage and rework.
- Deployment and learning are slow: Without MLOps and experimentation discipline, improvements take too long to reach customers.
Without operational foundations, personalization degrades over time—hurting customer trust and business impact.
Our Solution
We guide your team through a practical approach to deploy, integrate, and operate personalization with repeatable pipelines.
- Scalable Personalization Architecture: Define the core components and patterns required to serve personalization decisions reliably.
- Integration Plan Across Channels and Systems: Map integration points and ownership across data sources, decision services, and activation.
- MLOps Pipeline and Deployment Automation: Establish practices to deploy and update models safely with automation, governance.
- Monitoring and Experimentation Framework: Define monitoring signals and A/B testing approaches to measure impact and catch.
- Continuous Improvement and Maintenance Rhythm: Create an operating cadence to review results, prioritize changes, and sustain performance.
Area of Focus
- Architecting a Scalable Personalization System and Integration Plan
- Designing for Real-Time Serving and System Scalability
- Establishing MLOps Pipelines and Deployment Automation
- Implementing Monitoring and A/B Testing Frameworks
- Fostering Continuous Improvement and Maintenance Practices
Participants Will
- Define an enterprise-scale personalization architecture designed for real-time performance.
- Map the integrations required across systems and channels with clear ownership.
- Establish an MLOps approach to deploy and update models safely and consistently.
- Define monitoring and A/B testing practices to measure impact and detect issues.
- Leave with a continuous improvement plan to maintain and optimize personalization over.
Who Should Attend:
Solution Essentials
Format
Facilitated workshop (in-person or virtual)
Duration
8 hours
Skill Level
Intermediate to Advanced
Tools
Slides, workshop templates, key worksheets, checklists, and collaboration tools.