Skip to main content

Grafana Assistant Public Preview Launched

Grafana Labs announced the public preview of Grafana Assistant, an AI-powered observability tool that allows users to interact with logs, metrics, and traces using natural language. 

Now available to all Grafana Cloud users, Grafana Assistant helps accelerate root cause analysis, automate query creation, and make monitoring workflows more accessible to developers, SREs, and IT teams at every skill level.

Grafana Assistant was purpose-built to meet this demand. It bridges the gap between traditional observability tools and the new demands of today by making observability data more accessible, actionable, and conversational.

“There’s no doubt that AI is accelerating the pace of innovation. As more organizations adopt a software-driven mindset, they’re using AI to rewire how they operate, from revenue and operations to reliability and customer experience,” said Tom Wilkie, Grafana Labs CTO. “That’s why we built Grafana Assistant: a context-aware AI agent that helps teams move from signal to action faster, right inside the tools they already use. Tools like this – along with other AI-powered capabilities in our open observability cloud, like Asserts knowledge graph and Adaptive Telemetry – are helping companies navigate growing digital complexity and act with greater clarity and speed.”

Grafana Assistant introduces a context-aware AI agent directly into the Grafana UI, enabling real-time collaboration, investigation, and dashboard creation – all through natural language. Instead of writing complex queries or jumping between tools, users can simply ask questions to:

  • Understand their observability data and environment with in-context guidance and best practices drawn from Grafana’s extensive documentation, blog content, and community knowledge.
  • Follow logical paths of inquiry during incidents, supported by AI trained on real-world SRE workflows. Users can even run multiple multi-step investigations in parallel.
  • Create and modify dashboards and panels using natural language, speeding up common tasks and reducing friction.
  • Navigate across Grafana apps and views effortlessly, with the Assistant understanding Grafana URLs and workflows, from querying metrics, logs, traces, and profiles to declaring incidents, creating SLOs, or setting up alerts.

This means users don’t need to be observability experts to troubleshoot faster, collaborate more effectively, and stay in control of even the most dynamic, AI-driven systems.

Grafana Assistant is available now in public preview in Grafana Cloud. 

The Latest

Over the last year, we've seen enterprises stop treating AI as “special projects.” It is no longer confined to pilots or side experiments. AI is now embedded in production, shaping decisions, powering new business models, and changing how employees and customers experience work every day. So, the debate of "should we adopt AI" is settled. The real question is how quickly and how deeply it can be applied ...

In MEAN TIME TO INSIGHT Episode 20, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA presents his 2026 NetOps predictions ... 

Today, technology buyers don't suffer from a lack of information but an abundance of it. They need a trusted partner to help them navigate this information environment ...

My latest title for O'Reilly, The Rise of Logical Data Management, was an eye-opener for me. I'd never heard of "logical data management," even though it's been around for several years, but it makes some extraordinary promises, like the ability to manage data without having to first move it into a consolidated repository, which changes everything. Now, with the demands of AI and other modern use cases, logical data management is on the rise, so it's "new" to many. Here, I'd like to introduce you to it and explain how it works ...

APMdigest's Predictions Series continues with 2026 Data Center Predictions — industry experts offer predictions on how data centers will evolve and impact business in 2026 ...

APMdigest's Predictions Series continues with 2026 DataOps Predictions — industry experts offer predictions on how DataOps and related technologies will evolve and impact business in 2026. Part 2 covers data and data platforms ...

APMdigest's Predictions Series continues with 2026 DataOps Predictions — industry experts offer predictions on how DataOps and related technologies will evolve and impact business in 2026 ...

Industry experts offer predictions on how Cloud will evolve and impact business in 2026. Part 3 covers Multi, Hybrid and Private Cloud ...

Industry experts offer predictions on how Cloud will evolve and impact business in 2026. Part 2 covers FinOps, Sovereign Cloud and more ...

APMdigest's Predictions Series continues with 2026 Cloud Predictions — industry experts offer predictions on how Cloud will evolve and impact business in 2026. Part 1 covers AI's impact on cloud and cloud's impact on AI ...

Grafana Assistant Public Preview Launched

Grafana Labs announced the public preview of Grafana Assistant, an AI-powered observability tool that allows users to interact with logs, metrics, and traces using natural language. 

Now available to all Grafana Cloud users, Grafana Assistant helps accelerate root cause analysis, automate query creation, and make monitoring workflows more accessible to developers, SREs, and IT teams at every skill level.

Grafana Assistant was purpose-built to meet this demand. It bridges the gap between traditional observability tools and the new demands of today by making observability data more accessible, actionable, and conversational.

“There’s no doubt that AI is accelerating the pace of innovation. As more organizations adopt a software-driven mindset, they’re using AI to rewire how they operate, from revenue and operations to reliability and customer experience,” said Tom Wilkie, Grafana Labs CTO. “That’s why we built Grafana Assistant: a context-aware AI agent that helps teams move from signal to action faster, right inside the tools they already use. Tools like this – along with other AI-powered capabilities in our open observability cloud, like Asserts knowledge graph and Adaptive Telemetry – are helping companies navigate growing digital complexity and act with greater clarity and speed.”

Grafana Assistant introduces a context-aware AI agent directly into the Grafana UI, enabling real-time collaboration, investigation, and dashboard creation – all through natural language. Instead of writing complex queries or jumping between tools, users can simply ask questions to:

  • Understand their observability data and environment with in-context guidance and best practices drawn from Grafana’s extensive documentation, blog content, and community knowledge.
  • Follow logical paths of inquiry during incidents, supported by AI trained on real-world SRE workflows. Users can even run multiple multi-step investigations in parallel.
  • Create and modify dashboards and panels using natural language, speeding up common tasks and reducing friction.
  • Navigate across Grafana apps and views effortlessly, with the Assistant understanding Grafana URLs and workflows, from querying metrics, logs, traces, and profiles to declaring incidents, creating SLOs, or setting up alerts.

This means users don’t need to be observability experts to troubleshoot faster, collaborate more effectively, and stay in control of even the most dynamic, AI-driven systems.

Grafana Assistant is available now in public preview in Grafana Cloud. 

The Latest

Over the last year, we've seen enterprises stop treating AI as “special projects.” It is no longer confined to pilots or side experiments. AI is now embedded in production, shaping decisions, powering new business models, and changing how employees and customers experience work every day. So, the debate of "should we adopt AI" is settled. The real question is how quickly and how deeply it can be applied ...

In MEAN TIME TO INSIGHT Episode 20, Shamus McGillicuddy, VP of Research, Network Infrastructure and Operations, at EMA presents his 2026 NetOps predictions ... 

Today, technology buyers don't suffer from a lack of information but an abundance of it. They need a trusted partner to help them navigate this information environment ...

My latest title for O'Reilly, The Rise of Logical Data Management, was an eye-opener for me. I'd never heard of "logical data management," even though it's been around for several years, but it makes some extraordinary promises, like the ability to manage data without having to first move it into a consolidated repository, which changes everything. Now, with the demands of AI and other modern use cases, logical data management is on the rise, so it's "new" to many. Here, I'd like to introduce you to it and explain how it works ...

APMdigest's Predictions Series continues with 2026 Data Center Predictions — industry experts offer predictions on how data centers will evolve and impact business in 2026 ...

APMdigest's Predictions Series continues with 2026 DataOps Predictions — industry experts offer predictions on how DataOps and related technologies will evolve and impact business in 2026. Part 2 covers data and data platforms ...

APMdigest's Predictions Series continues with 2026 DataOps Predictions — industry experts offer predictions on how DataOps and related technologies will evolve and impact business in 2026 ...

Industry experts offer predictions on how Cloud will evolve and impact business in 2026. Part 3 covers Multi, Hybrid and Private Cloud ...

Industry experts offer predictions on how Cloud will evolve and impact business in 2026. Part 2 covers FinOps, Sovereign Cloud and more ...

APMdigest's Predictions Series continues with 2026 Cloud Predictions — industry experts offer predictions on how Cloud will evolve and impact business in 2026. Part 1 covers AI's impact on cloud and cloud's impact on AI ...