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Full-Stack AI Observability Architecture
Full-Stack AI Observability Architecture
Section titled “Full-Stack AI Observability Architecture”What This Page Will Cover
Section titled “What This Page Will Cover”A complete observability architecture for AI applications must integrate insights across all five pillars.
Architecture Overview
Section titled “Architecture Overview”┌─────────────────────────────────────────────────────────┐│ Application Layer ││ ┌─────────┐ ┌─────────┐ ┌─────────┐ ┌─────────┐ ││ │ Agents │ │ RAG │ │ Tools │ │ UI │ ││ └────┬────┘ └────┬────┘ └────┬────┘ └────┬────┘ │└───────┴────────────┴────────────┴────────────┴──────────┘ │┌──────────────────────────┴───────────────────────────────┐│ Collection Layer ││ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ ││ │ Traces │ │ Logs │ │ Metrics │ │ Evals │ ││ └────┬─────┘ └────┬─────┘ └────┬─────┘ └────┬─────┘ │└───────┴─────────────┴─────────────┴─────────────┴────────┘ │┌──────────────────────────┴───────────────────────────────┐│ Storage Layer ││ ┌──────────────┐ ┌──────────────┐ ┌──────────────┐ ││ │ Time Series │ │ Log Store │ │ Trace Store │ ││ └──────────────┘ └──────────────┘ └──────────────┘ │└──────────────────────────────────────────────────────────┘ │┌──────────────────────────┴───────────────────────────────┐│ Visualization Layer ││ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ ││ │ Dashboards │ │ Alerts │ │ Reports │ ││ └─────────────┘ └─────────────┘ └─────────────┘ │└──────────────────────────────────────────────────────────┘Cross-Pillar Integration
Section titled “Cross-Pillar Integration”| Pillar | Observability Component | Integration Point |
|---|---|---|
| FinOps | Cost metrics | Token tracking spans |
| Performance | Latency traces | Span durations |
| Evals | Quality metrics | Eval pipeline results |
| Security | Security events | Audit logs |
| Observability | All signals | Central correlation |
Key Design Decisions
Section titled “Key Design Decisions”| Decision | Options | Recommendation |
|---|---|---|
| Trace format | OpenTelemetry, Custom | OpenTelemetry |
| Storage | Cloud, Self-hosted | Depends on scale |
| Retention | Days, Weeks, Months | Tiered by signal |
| Sampling | None, Head, Tail | Tail sampling |
Interactive Widget (Coming Soon)
Section titled “Interactive Widget (Coming Soon)”Pillar Deep Dives
Section titled “Pillar Deep Dives” FinOps Track Cost metrics
Performance Track Latency tracing
Evals Track Quality metrics
Security Track Security events
Observability Track Trace architecture