London Startup Querio Raises $5M to Solve AI's Conflicting Answers

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Querio, a London-based analytics platform, launches with $5M to help data teams give consistent answers across AI tools like Claude and ChatGPT. The round was led by BMW i Ventures.

Ever ask ChatGPT a question about your business, then ask Claude the same thing, and get two totally different answers? Yeah, that's a problem. And it's exactly the problem Querio is trying to fix. Querio, a London-based analytics platform, just launched with $5 million in total funding. The round was led by BMW i Ventures, with participation from LAUNCH (Jason Calacanis's fund), Haatch Ventures, Araya, Forum Ventures, and Secways. ### Why conflicting answers happen As more employees turn to AI assistants like Claude and ChatGPT for business questions, they often get inconsistent answers. Why? Because each tool might be using a different version of the company's numbers. Data teams then spend hours reconciling these discrepancies instead of doing new work. Querio aims to change that by giving data teams a single place to define what the company's numbers mean. And here's the kicker: it keeps that work in the team's own GitHub, not locked inside a vendor's product. ### How Querio works Founded in 2024 by Rami Abi Habib (CEO) and Javier Bonilla (CTO), Querio lets business users ask questions in Claude, ChatGPT, or Slack and get the same answer every time. When the business changes—say, sales renames a field in the CRM—Querio's AI agent updates the affected reports and definitions. The data team reviews and approves each change before anyone sees it. > "For thirty years, analytics tools have kept a company's logic inside the vendor's product, where it's hard to move and hard for AI to work with," said Abi Habib. "Now everyone is asking data questions in Claude, Slack and wherever else they work, and they get three different revenue numbers. We built Querio so the data team owns that logic, and every AI tool in the company answers from it." ### Security and compliance Querio is SOC 2 Type II certified and HIPAA- and GDPR-compliant. It doesn't train on customer data and maintains no-training and no-storage agreements with its AI model providers. Early customers include OpenVPN and agree.com. So if you're tired of playing detective with your company's data across different AI tools, Querio might be worth a look. It's still early days, but the team has a clear vision: let AI do the heavy lifting while humans stay in control.

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