@cryptotaxi247 / netdata / commits / aa15abc1f

Update machine-learning-and-assisted-troubleshooting.md (#20772)

Co-authored-by: Ilya Mashchenko <ilya@netdata.cloud>

Kanela committed Aug 6, 2025 at 18:47 UTC aa15abc1f55b06f512ab8d907e32cd3c9fb5e359
1 file changed +19 -24
docs/category-overview-pages/machine-learning-and-assisted-troubleshooting.md
+19 -24
@@ -31,8 +31,6 @@ Ask questions about your infrastructure like you're talking to a colleague. Get
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32 [Explore AI Chat →](./chat-with-netdata-mcp)
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34 ----
35 -
34 ### 2. AI DevOps Copilot
35
36 **Available Now** - Transform observability into action with CLI AI assistants
@@ -61,8 +59,6 @@ Combine the power of AI with system automation. CLI-based AI assistants like Cla
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60 [Explore AI DevOps Copilot →](./ai-devops-copilot/ai-devops-copilot)
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64 ----
65 -
62 ### 3. AI Insights
63
64 **Preview (Netdata Cloud Feature)** - Strategic infrastructure analysis in minutes
@@ -95,7 +91,6 @@ Transform past data into actionable insights with AI-generated reports. Perfect
91
92 [Explore AI Reports →](./ai-insights)
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98 ----
94
95 ### 4. Anomaly Advisor
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@@ -124,8 +119,6 @@ Stop guessing what went wrong. The Anomaly Advisor instantly shows you how probl
119
120 [Learn more about Anomaly Advisor →](./anomaly-advisor)
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127 ----
128 -
122 ### 5. Machine Learning Anomaly Detection
123
124 **Available to All** - Continuous anomaly detection on every metric
@@ -156,6 +149,25 @@ The foundation of Netdata's AI capabilities. Machine learning models run locally
149
150 [Explore Machine Learning →](./machine-learning-anomaly-detection)
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152 +### 6. AI-Powered Alert Troubleshooting
153 +
154 +When an alert fires, you can now use AI to get a detailed troubleshooting report that determines whether the alert requires immediate action or is just noise. The AI examines your alert's history, correlates it with thousands of other metrics across your infrastructure, and provides actionable insights—all within minutes.
155 +
156 +**Key capabilities**:
157 +- **Automated Analysis:** Click "Ask AI" on any alert to generate a comprehensive troubleshooting report
158 +- **Correlation Discovery:** AI scans thousands of metrics to find what else was behaving abnormally
159 +- **Root Cause Hypothesis:** Get likely root causes with specific metrics and dimensions that matter most
160 +- **Noise Reduction:** Quickly identify false positives versus legitimate issues
161 +
162 +**How to access**:
163 +- From the Alerts tab: Click the "Ask AI" button on any alert
164 +- From the Insights tab: Select "Alert Troubleshooting" and choose an alert
165 +- From email notifications: Click "Troubleshoot with AI" link
166 +
167 +Reports are generated in 1-2 minutes and saved in your Insights tab. All Business plan users get 10 AI troubleshooting sessions per month during trial.
168 +
169 +**Access**: Netdata Cloud Business Feature
170 +
171 ## Coming Soon
172
173 ### AI Chat with Netdata (Netdata Cloud version)
@@ -172,23 +184,6 @@ Soon, Netdata Cloud will become an MCP server itself. This means you'll be able
184 - Team collaboration on AI conversations
185 - Access from any device, anywhere
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175 ----
176 -
177 -### AI Alert Assistant
178 -
179 -**In Development (Netdata Cloud)** - Real-time AI help when alerts fire
180 -
181 -When critical alerts trigger, you'll get instant AI analysis of the situation. The Alert Assistant will identify likely root causes, provide specific troubleshooting steps, and guide you through resolution - all tailored to your specific infrastructure and alert context.
182 -
183 -**What to expect**:
184 -
185 -- Automatic activation when viewing alerts
186 -- Root cause analysis with confidence scores
187 -- Step-by-step remediation guidance
188 -- Integration with your runbooks and procedures
189 -
190 ----
191 -
187 ### AI Weekly Digest
188
189 **In Development (Netdata Cloud)** - Your infrastructure insights delivered weekly