# AI Use Cases

Explore real-world AI workflows for debugging incidents, explaining dashboards, analyzing alerts, and reconstructing bugs with Noz and the SigNoz MCP Server.

> For the complete documentation index, see [llms.txt](https://signoz.io/llms.txt). Markdown versions are also available by appending `.md` to documentation URLs.

Tags: SigNoz Cloud, Self-Host

Real-world workflows you can run with SigNoz's AI tools: [Noz](https://signoz.io/docs/ai/noz/), the in-product AI teammate, and the [SigNoz MCP Server](https://signoz.io/docs/ai/signoz-mcp-server/) for coding agents.

Each guide walks through a specific scenario: the prompt to try, what to expect, and what happens under the hood.

## With Noz

In-product workflows you run from the Noz panel inside SigNoz.

[Investigate What Changed After a Deploy](https://signoz.io/docs/ai/use-cases/noz-incident-triage/)

[Find Where Latency Is Going](https://signoz.io/docs/ai/use-cases/noz-latency-bottleneck/)

[Tune a Noisy Alert](https://signoz.io/docs/ai/use-cases/noz-tune-noisy-alert/)

[Connect Infrastructure Issues to App Errors](https://signoz.io/docs/ai/use-cases/noz-correlate-infra-errors/)

[Triage a Customer-Reported Issue](https://signoz.io/docs/ai/use-cases/noz-triage-customer-issue/)

[Get a Weekly Reliability Report](https://signoz.io/docs/ai/use-cases/noz-service-reliability-report/)

## With the SigNoz MCP Server

Workflows you run from any MCP-compatible AI assistant connected to SigNoz.

[Natural Language Log Exploration](https://signoz.io/docs/ai/use-cases/natural-language-log-exploration/)

[Latency Spike Explainer](https://signoz.io/docs/ai/use-cases/latency-spike-explainer/)

[Reconstruct a Bug from a Trace ID](https://signoz.io/docs/ai/use-cases/reconstruct-bug-from-trace-id/)

[Error Rate Spike Explainer](https://signoz.io/docs/ai/use-cases/error-rate-spike-explainer/)

[Alert Correlation Analysis](https://signoz.io/docs/ai/use-cases/alert-correlation-analysis/)

[Post Deployment Monitoring](https://signoz.io/docs/ai/use-cases/post-deployment-monitoring/)

[On-Call Handoff Brief](https://signoz.io/docs/ai/use-cases/oncall-handoff-brief/)

[Alert Fatigue Audit](https://signoz.io/docs/ai/use-cases/alert-fatigue-audit/)

[Optimize Performance During Development](https://signoz.io/docs/ai/use-cases/optimize-performance-during-development/)

[Trace a Failing Request End-to-End](https://signoz.io/docs/ai/use-cases/trace-failing-request-end-to-end/)

[Dashboard Creation from Natural Language](https://signoz.io/docs/ai/use-cases/dashboard-creation-natural-language/)

[Incident Specific Dashboard Spin-Up](https://signoz.io/docs/ai/use-cases/incident-specific-dashboard/)

[Alert Creation from Natural Language](https://signoz.io/docs/ai/use-cases/alert-creation-natural-language/)

[Postmortem Evidence Pack](https://signoz.io/docs/ai/use-cases/postmortem-evidence-pack/)

More docs: /docs/sitemap.md