flowchart TD U["1. User Interaction
thumbs-down on a weak answer"]:::userStage C["2. Feedback Collection
capture query, response, type, time, user"]:::dataStage S["3. Data Storage
indexed by intent and quality"]:::dataStage A["4. Analysis and Pattern Detection
dashboards flag failing intents"]:::dataStage DB[("Feedback Analytics Database
all events, dashboards, trends")]:::hub H["5. Human Review
expert finds the root cause"]:::humanStage R["6. Corrective Action
update KB, retrain, fix prompt"]:::techStage V["7. Validation
A/B test confirms improvement"]:::goldStage D["8. Deployment
roll out to 100% of users"]:::goldStage U --> C --> S --> A --> H --> R --> V --> D D -.->|new baseline| U S --> DB DB -.-> A DB -.-> V classDef userStage fill:#1e88e5,stroke:#0d47a1,stroke-width:2px,color:#fff,font-size:14px classDef dataStage fill:#2e9e5b,stroke:#1b5e20,stroke-width:2px,color:#fff,font-size:14px classDef humanStage fill:#f57c00,stroke:#e65100,stroke-width:2px,color:#fff,font-size:14px classDef techStage fill:#7b3fb5,stroke:#4a148c,stroke-width:2px,color:#fff,font-size:14px classDef goldStage fill:#d4af37,stroke:#8a6d00,stroke-width:2px,color:#3a2f00,font-size:14px classDef hub fill:#fff8e1,stroke:#d4af37,stroke-width:3px,color:#5d4a00,font-size:14px linkStyle default stroke:#888,stroke-width:2px,font-size:13px