Asking the data you already have

What we're tracking

• •Talking to your data instead of reading a dashboard A dashboard is a pre-built answer to a question someone anticipated in advance. It is useful when your question matches one of the tiles, and much less useful when it does not. The alternative that several vendors are now pushing is conversational: you type or speak the question you actually have, and the system translates it into a query against your data.
• •Building an internal agent, and what it costs to do well GitHub published an account of building Qubot, an internal analytics agent. In their words: "Qubot, our internal Copilot-powered analytics agent, allows any GitHub employee to ask questions about our data in plain language." [2] The post is framed around lessons learned rather than a product pitch, and that framing is the useful part.
• •The data your sales calls already contain Of all today's items, the one most likely to change how a small team operates is about a resource nearly everyone owns and few use. SaaStr covered a session by Anis Bennaceur, co-founder and CEO of Attention.com: "At SaaStr AI 2026, Anis Bennaceur, co-founder and CEO of Attention.com, gave one of the more practical go-to-market sessions of the week." [3] The session's framing was that sales calls are among the best go-to-market data a company owns, and that most teams throw that data away.
• •Consolidation in the AI tooling market TechCrunch reported that Elastic has agreed to buy Deductive AI: "Deductive AI, a startup that uses AI to catch and resolve bugs in software, was founded just three years ago." [4] The deal is reported at up to $85M.
• •A middle setting for team spaces Google's Workspace recap for the week describes a change to how spaces work in Chat. Previously, as the note puts it, "spaces were either private (invite-only) or open (anyone in the organization can find and join)." [5] The new discoverable option sits between those two: a space that people can find when they browse, without it being open to everyone by default.
• •What to take from the day Four of today's five items describe the same move: take data a company already produces, and make it answerable. The winning tools will not be the ones with the most impressive chat box. They will be the ones that keep your data clean, connected, and portable, so that when you ask a question, the answer is one you can act on. Start there, and the conversational layer becomes genuinely useful. Skip it, and you have a fluent interface on top of numbers you cannot trust.