Operations | Monitoring | ITSM | DevOps | Cloud

Canvas is an AI-guided workspace inside Honeycomb that combines an AI assistant with an interactive notebook for visualizing query results and traces. You can ask a natural language question about your data and Canvas will immediately start exploring your traces, through multiple queries and other tools, to find the right next steps. Instead of having to write each query yourself, Canvas automatically proposes relational queries, comparisons, and visualizations that explain why an SLO fired or what changed after a deploy.

Gremlin’s Reliability Intelligence helps teams uncover the cause behind failure modes so they can move faster and improve reliability without sacrificing velocity. The new Gremlin MCP Server, part of Reliability Intelligence, gives you new ways to explore your data, giving you access to insights and recommendations to improve reliability and better run your systems using Gremlin. In this webinar, Gremlin CTO Sam Rossoff shows you how to integrate your favorite LLM and use plain language to query data, uncover insights, create dynamic dashboards, and more.

Turns out, this MCP thing is pretty solid. We've built the MCP server to tap into all the different areas of context within Sentry and make it easy to bring these into your editor client to help debug your application. Want to know the most fixable issues in your environment? Easy. Want to see your query performance for your backend? Just ask it.

Take a load off your IT team! The new AI Assistant instantly understands user problems and pulls tailored solutions from past tickets and your knowledge base, so customers can resolve standard issues independently. In this video, we used gpt-4.1-mini for completion and text-embedding-3-large for generating embeddings. Perfect for IT teams and help desks looking to reduce repeat requests and give customers faster, more independent support.