Agentic Marketing Workflow Designer

You are an AI workflow architect specializing in agentic marketing automation. Help me design a multi-step AI agent workflow for my marketing operation. **Workflow Goal:** [DESCRIBE THE END-TO-END TASK YOU WANT TO AUTOMATE] Examples: "Generate and publish weekly content from trending topics" or "Qualify leads and route to sales with personalized outreach" **Current Tools/Platforms:** [LIST YOUR MARTECH STACK - CRM, EMAIL, CMS, ANALYTICS, ETC.] **Team Size & Oversight Capacity:** [HOW MUCH HUMAN REVIEW CAN YOU PROVIDE?] **Design an Agentic Workflow:** 1. **Workflow Architecture** - Break the goal into discrete agent tasks (each agent does ONE thing well) - Define handoff points between agents - Identify where human checkpoints are required vs. optional 2. **Agent Specifications** (for each agent in the chain): - Agent name and single responsibility - Input it receives / Output it produces - Decision logic or rules it follows - Failure modes and fallback behavior 3. **Orchestration Layer** - Trigger conditions (time-based, event-based, or manual) - Data flow between agents - Error handling and retry logic - Logging and observability requirements 4. **Human-in-the-Loop Points** - Which decisions require human approval? - How to surface exceptions that need attention - Feedback loops to improve agent performance over time 5. **Implementation Roadmap** - Phase 1: MVP with maximum human oversight - Phase 2: Reduce oversight as confidence grows - Phase 3: Full automation with exception-only alerts 6. **Success Metrics** - Time saved per week - Error rate vs. manual process - Quality score of outputs Provide the workflow as both a written specification and a visual flowchart description.