AI with Embedded Dataviz Conversational AI for Qlik Sense We enable every app in your Qlik environment to answer questions in natural language. App by app. No platform switch. No data rewrites. Your user asks, Qlik answers. See how it works Talk to a specialist WHAT'S AT STAKE Connecting AI to Qlik is easy. Making it actually work is not. Most implementations connect the LLM directly to the data lake or spreadsheets, and the result is an agent that answers with the wrong number, ignores the app’s business rules, delivers a chart that has nothing to do with the question, or hallucinates with a confidence nobody has audited. Cluster does it differently: the AI interprets the question, but Qlik is what executes it. The metrics, the rules, the governance, and the security are already there: we simply enable what you already have to hold a conversation. Our Method Below the surface: the work that doesn't scale, and that's exactly why it works Deep context curationCluster immerses itself in the client's business, understanding vocabulary, hierarchy, the metrics that matter, and the real questions that keep coming up. Manuals, glossaries, rules, and examples are translated into the format the agent uses. A robust engine that manages the use of the most efficient modelsWe draw on years of experience with Qlik, building solutions through APIs, to power our AI engine connected to Qlik Sense, all while using the most efficient LLMs for each task. Continuous calibrationWe monitor the questions that come up in production, adjust what causes confusion, and expand what's missing. It's a living process, not a one-time delivery.