Discovery & Alignment Identify high-value GenAI/Agentic AIopportunities aligned to business strategy. A GenAI Roadmap with top 3-5execution-ready use cases Executive Visioning Workshops - Align C-suite priorities with GenAI’s disruptive potential Use Case Prioritization Matrix - Rank by ROI, feasibility, risk, and time-to-value GenAI Readiness Lens - Quick scan of cloud footprint (Bedrock, SageMaker, APIs) & security constraints Rapid Prototyping Move from idea → tangible POC in 2 – 3 weeks. Demonstrated POCs with measurable KPIs (efficiency gains, time saved, accuracy) Bedrock Sandboxing - Test multiple FMs (Anthropic, Cohere, Llama) for fit Agent Design Sprints - Build minimal viable autonomous agents for business tasks Human-in-the-Loop Validation - Early safety guardrails, prompt engineering, and role-specific oversight Enterprise-Grade Build& Integration Production-ready GenAI & Agentic AI solutions integrated into enterprise workflows. Model Engineering - Fine-tuning and RAG pipelines with Bedrock Agentic Workflow Orchestration - Multi-agent collaboration using LangChain or Bedrock Agents API & Platform Integration - Embed into ERP, CRM and ServiceNow Security & Guardrails - Enterprise IAM, data masking, toxicity filters, compliance pipelines Controlled Deployment & Scaling Ensure safe, efficient, and cost-optimized rollout. Pilot Rollout in Business Units - Progressive adoption with metrics tracking Feedback Loops - Capture user feedback to improve agent reliability & trust Cost Optimization - Bedrock FinOps monitoring & model efficiency tuning Change Management - Train workforce to collaborate effectively with agents AI Ops & Continuous Improvement Manage, monitor, and evolve GenAI systems at scale. Agent & Model Monitoring - Drift detection, hallucination control, explainability dashboards Continuous Learning & Retraining - Refresh LLMs with enterprise knowledge updates Innovation Pod Model - Ongoing co-creation teams experimenting with new use cases Governance & Compliance - AI ethics board, responsible use framework, regular audits