GenAI Articles
![Monitor dbt pipelines with Elastic Observability](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Fmonitor-dbt-pipelines-with-elastic-observability%2Fmonitoring-dbt-with-elastic.png&w=828&q=75)
Monitor dbt pipelines with Elastic Observability
Learn how to set up a dbt monitoring system with Elastic that proactively alerts on data processing cost spikes, anomalies in rows per table, and data quality test failures
![How to power Observability AI Assistant with local LLMs for on-prem deployments](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Fhow-to-power-observability-ai-assistant-with-local-llms%2FAI_fingertip_touching_human_fingertip.jpg&w=828&q=75)
How to power Observability AI Assistant with local LLMs for on-prem deployments
Finally take advantage of the many benefits that you can get from the Elastic Observability AI Assistant from private or on-prem LLM deployments.
![NGNIX log analytics with GenAI in Elastic](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Fnginx-log-analytics-with-genai-elastic%2Fblog-thumb-observability-pattern-color.png&w=828&q=75)
NGNIX log analytics with GenAI in Elastic
Elastic has a set of embedded capabilities such as a GenAI RAG-based AI Assistant and a machine learning platform as part of the product baseline. These make analyzing the vast number of logs you get from NGINX easier.
![LLM Observability: Azure OpenAI](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Fllm-observability-azure-openai%2FAI_fingertip_touching_human_fingertip.jpg&w=828&q=75)
LLM Observability: Azure OpenAI
We are excited to announce the general availability of the Azure OpenAI Integration that provides comprehensive Observability into the performance and usage of the Azure OpenAI Service!
![AWS VPC Flow log analysis with GenAI in Elastic](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Faws-vpc-flow-log-analysis-with-genai-elastic%2F21-cubes.jpeg&w=828&q=75)
AWS VPC Flow log analysis with GenAI in Elastic
Elastic has a set of embedded capabilities such as a GenAI RAG-based AI Assistant and a machine learning platform as part of the product baseline. These make analyzing the vast number of logs you get from AWS VPC Flows easier.
![Better RCAs with multi-agent AI Architecture](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Fsuper-agent-architecture%2Fgithubcopilot-aiassistant.png&w=828&q=75)
Better RCAs with multi-agent AI Architecture
Discover how specialized LLM agents collaborate to tackle complex tasks with unparalleled efficiency
![Bringing observability insights from Elastic AI Assistant to the world of GitHub Copilot](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Fai-assistant-to-github-copilot%2Fgithubcopilot-aiassistant-C-2x.png&w=828&q=75)
Bringing observability insights from Elastic AI Assistant to the world of GitHub Copilot
GitHub announced GitHub Copilot Extensions this week at Microsoft Build. We are working with the GitHub team to bring observability insights from Elastic AI Assistant to GitHub Copilot users.
![Elastic's RAG-based AI Assistant: Analyze application issues with LLMs and private GitHub issues](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Felastic-rag-ai-assistant-application-issues-llm-github%2FAI_fingertip_touching_human_fingertip.jpg&w=828&q=75)
Elastic's RAG-based AI Assistant: Analyze application issues with LLMs and private GitHub issues
In this blog, we review how GitHub issues and other GitHub documents from internal and external GitHub repositories can be used in root cause analysis with Elastic’s RAG-based AI Assistant.
![Getting started with the Elastic AI Assistant for Observability and Amazon Bedrock](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Felastic-ai-assistant-observability-amazon-bedrock%2FAI_hand.jpg&w=828&q=75)
Getting started with the Elastic AI Assistant for Observability and Amazon Bedrock
Follow this step-by-step process to get started with the Elastic AI Assistant for Observability and Amazon Bedrock.
![The Elastic AI Assistant for Observability escapes Kibana!](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Felastic-ai-assistant-observability-escapes-kibana%2FRunning_away.jpg&w=828&q=75)
The Elastic AI Assistant for Observability escapes Kibana!
Harness the Elastic AI Assistant API to seamlessly blend Elastic's Observability capabilities into your daily workflow, from Slack to the command line, boosting efficiency and decision-making. Work smarter, not harder.
![Getting started with the Elastic AI Assistant for Observability and Microsoft Azure OpenAI](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Felastic-ai-assistant-observability-microsoft-azure-openai%2FAI_hand.jpg&w=828&q=75)
Getting started with the Elastic AI Assistant for Observability and Microsoft Azure OpenAI
Follow this step-by-step process to get started with the Elastic AI Assistant for Observability and Microsoft Azure OpenAI.
![Analyzing OpenTelemetry apps with Elastic AI Assistant and APM](/observability-labs/_next/image?url=%2Fobservability-labs%2Fassets%2Fimages%2Fanalyzing-opentelemetry-apps-elastic-ai-assistant-apm%2Fecs-otel-announcement-3.jpeg&w=828&q=75)
Analyzing OpenTelemetry apps with Elastic AI Assistant and APM
Elastic Observability provides native OpenTelemetry support, but analyzing applications logs, metrics, and traces can be daunting. Elastic Observability not only provides AIOps features but also an AI Assistant (co-pilot) to help get to MTTR faster.