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Monday, March 23, 2026

Grafana Assistant Provides AI Throughout the Workflow


(BOY ANTHONY/Shutterstock)

Grafana Labs, the open observability platform, says it needs to make monitoring techniques simpler for everybody, not simply consultants. This week, the corporate launched a public preview of Grafana Assistant, a brand new AI instrument constructed into Grafana Cloud.

In accordance with Grafana Labs, the Assistant helps customers ask questions on their logs, metrics, and traces in plain language. They are saying it may counsel queries, pace up investigations, and make dashboard constructing extra intuitive. The objective, as described by the corporate, is to cut back the training curve and assist groups react sooner when techniques break.

The timing strains up with what Grafana Labs highlighted in its 2025 Observability Survey. The report factors to system complexity and excessive signal-to-noise ratios as main ache factors in observability. The corporate says Grafana Assistant is its response to that. It claims the instrument is skilled on actual workflows and might information customers by incidents with out requiring them to know write code or scripts. Whereas it’s nonetheless in preview, Grafana Labs presents it as a step towards extra accessible, AI-powered monitoring.

The rollout positions Grafana Assistant as a part of a broader shift in observability, the place pure language and AI-driven context have gotten important for managing rising telemetry pipelines. 

With groups beneath stress to reply sooner to incidents whereas navigating extra complicated environments, instruments like this are being framed not as add-ons, however as core to fashionable operations. “There’s little doubt that AI is accelerating the tempo of innovation. As extra organizations undertake a software-driven mindset, they’re utilizing AI to rewire how they function, from income and operations to reliability and buyer expertise,” mentioned Tom Wilkie, Grafana Labs CTO.

“That’s why we constructed Grafana Assistant: a context-aware AI agent that helps groups transfer from sign to motion sooner, proper contained in the instruments they already use. Instruments like this – together with different AI-powered capabilities in our open observability cloud, like Asserts data graph and Adaptive Telemetry – are serving to corporations navigate rising digital complexity and act with larger readability and pace.”

Earlier this 12 months, Grafana Labs raised $270 million to broaden its product lineup and spend money on AI. The launch of Grafana Assistant exhibits how that cash is getting used. The corporate had already acquired Asserts.ai to construct its data graph, which now helps energy the Assistant’s context-aware options. With over 5,000 prospects and rising income, Grafana Labs is placing its latest beneficial properties to work by making AI a central a part of how groups monitor and handle their techniques.

Grafana Assistant enters an area the place different observability distributors are additionally testing AI copilots. Datadog’s assistant can generate queries and summarize incidents. New Relic’s Grok affords pure language interactions for telemetry and alert configuration. Grafana’s method stands out by specializing in context and staying contained in the instruments customers already work with.

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Grafana says the Assistant is constructed to assist each technical and non-technical customers. Builders can ask follow-up questions throughout an incident with out switching instruments or writing code. However it’s the much less technical customers who would possibly profit most. For groups that don’t have devoted observability engineers, having the ability to ask natural-language questions and get useful solutions immediately in Grafana might scale back delays and decrease the barrier to troubleshooting.

Mikhail Volkov, founder and CEO of Volkov Labs, mentioned it’s already altering how they work: “Grafana Assistant has reworked how we deal with observability information, performing like a seasoned knowledgeable woven into the interface. It empowers non-technical customers, who would possibly discover Grafana’s technical complexities daunting, to swiftly examine incidents, craft intuitive dashboards, and discover Grafana Cloud with exceptional ease and confidence.”

Customers can ask follow-up questions, discover completely different strains of inquiry, and run a number of investigations without delay inside the identical interface. This helps scale back instrument switching and avoids the necessity to rewrite complicated queries. For dashboards, the Assistant can create or regulate panels utilizing plain prompts. Customers can describe what they need to see and get outcomes with out writing code. These options are supposed to ease day by day work and assist groups with various ranges of technical expertise.

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Grafana Labs has not shared how properly the Assistant handles edge instances or the way it performs throughout giant groups. It’s going to doubtless take time to be taught the place the instrument works properly and the place human enter continues to be wanted. The launch factors to a wider change in how infrastructure instruments are being constructed. Extra corporations are utilizing GenAI to assist routine duties, not substitute consultants, however to assist them attain solutions sooner with much less backwards and forwards.

Because the preview strikes ahead, will probably be price seeing how properly Grafana Assistant works at scale and whether or not Grafana brings related AI instruments to different elements of its platform. For now, it marks a gradual shift towards utilizing AI to make observability simpler to handle.

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