Observability and AI explained - Grafana Labs
Senior Developer Advocate Nicole van der Hoeven explains how we're thinking about observability and AI at Grafana Labs. She talks about how you can use AI with observability across the entire SDLC and the different tools you can use for both AI for observability and observability for AI.
Timestamps:
00:00:00 Intro
00:01:18 AI for observability vs observability for AI
00:01:52 Planning: Grafana Assistant
00:03:05 Building: GCX, MCPs, AI SDK
00:06:43 Operating: Investigations, ML, Adaptive Telemetry
00:10:13 Testing: k6, Agent o11y, o11y-bench
00:15:15 Collaborating: Slack, MS Teams, Mobile, Desktop
00:17:21 Summary
Links/resources:
Learn about Grafana AI in general: https://grafana.ai
EVERYTHING BELOW IS GENERALLY AVAILABLE UNLESS OTHERWISE SPECIFIED.
Grafana Assistant (generally available for Grafana OSS, Grafana Cloud, and Grafana Play):
Docs: https://grafana.com/docs/grafana-cloud/machine-learning/assistant/
Try it out on Grafana Play: https://play.grafana.org
Assistant Workspace:
Docs: https://grafana.com/docs/grafana-cloud/machine-learning/assistant/platform/workspace/
Assistant Automations:
Docs: https://gra.fan/assistantautomations
GCX (OSS):
Repo: https://gra.fan/gcxrepo
Docs: https://grafana.com/docs/grafana-cloud/as-code/observability-as-code/grafana-cli/gcx/
Grafana MCP (OSS and Grafana Cloud):
Repo: https://github.com/grafana/mcp-grafana
Docs: https://gra.fan/mcpdocs
AI-SDK (OSS, released):
Repo: https://gra.fan/aisdk
Loki (OSS and Grafana Cloud):
Repo: https://gra.fan/lokirepo
Docs: https://gra.fan/lokidocs
Loki MCP (OSS):
Repo: https://github.com/grafana/loki-mcp
Tempo (OSS and Grafana Cloud):
Repo: https://gra.fan/temporepo
Docs: https://gra.fan/tempodocs
k6 (OSS and Grafana Cloud):
Repo: https://gra.fan/k6repo
Docs: https://gra.fan/k6docs
Docs for k6 MCP: https://grafana.com/docs/k6/latest/set-up/configure-ai-assistant/
k6 agentic testing (public preview, Grafana Cloud):
Docs: https://gra.fan/agentictesting
Assistant Investigations (Grafana Cloud):
Docs: https://gra.fan/investigations
Grafana Incident Response Management (Grafana Cloud):
Docs: https://grafana.com/docs/grafana-cloud/alerting-and-irm/irm/get-started/
Grafana Machine Learning plugin (Grafana Cloud):
Docs: https://gra.fan/ml
Metric Forecasting docs: https://gra.fan/metricforecasting
Outlier Detection docs: https://gra.fan/outlierdetection
Sift Investigation (in maintenance mode) docs: https://gra.fan/sift
Adaptive Telemetry (Grafana Cloud):
Docs: https://gra.fan/adaptivetelemetry
Agent Observability (Grafana Cloud):
Docs: https://gra.fan/agento11y
o11y-bench (OSS):
Site: https://gra.fan/o11ybench
Assistant on Slack (Grafana Cloud):
Docs: https://gra.fan/assistantslack
Assistant on MS Teams (Grafana Cloud, private preview)
Grafana IRM mobile app (Grafana Cloud):
Docs: https://grafana.com/docs/grafana-cloud/alerting-and-irm/irm/mobile-app/
Assistant on Grafana IRM mobile app (Grafana Cloud, public preview)
Assistant Desktop (Grafana Cloud, public preview)
Assistant Search (Grafana Cloud, public preview)
Get started with the Grafana Cloud forever-free tier: https://grafana.com/g/cloud
Have a question? Ask Grot, your AI helper: https://grafana.com/grot/
Reach out in our community forums: https://gra.fan/communityyf
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