Querio's $5M Bet: Fixing AI's Conflicting Answers

Jan de Vries · 2026-10-27

Ever asked ChatGPT a question about your business and gotten one answer, then asked Claude and gotten something totally different? Yeah, it's a mess. And that's exactly the problem Querio just raised $5 million to fix. ### The Problem: AI Tools Giving You Different Numbers Picture this: your sales team asks Claude about last week's revenue. Your marketing team asks ChatGPT. Your ops team checks a Slack bot. And somehow, you get three different answers. That's not just annoying—it's dangerous for decision-making. Data teams end up spending half their time reconciling numbers instead of doing actual analysis. It's like having three clocks in your house, all showing different times, and you have to figure out which one is right every time you check. ### Querio's Solution: One Source of Truth in GitHub Querio, founded in 2024 by Rami Abi Habib and Javier Bonilla, is an AI analytics platform that keeps your company's reports, definitions, and analysis in your own GitHub. That means the data team defines what the numbers mean, and every AI tool—Claude, ChatGPT, Slack—pulls from that same source. Here's how it works: when something changes in your business (say, sales renames a field in the CRM), Querio's AI agent spots the change, updates all affected reports and definitions, and sends the data team a single update to approve. Once approved, every tool gives the same answer. > "We built Querio so the data team owns that logic, and every AI tool in the company answers from it." – Rami Abi Habib, co-founder and CEO ### Why This Matters for Startups If you're running a startup, you know how quickly things change. Data definitions shift, metrics evolve, and suddenly your dashboards are out of sync. Querio aims to eliminate that chaos by giving data teams control without locking logic inside a vendor's product. Plus, it's SOC 2 Type II certified and HIPAA- and GDPR-compliant. They don't train on your data, and they have no-training and no-storage agreements with AI model providers. So you can trust it with sensitive info. ### The Funding and What's Next Querio launched with $5 million in total funding, led by BMW i Ventures, with participation from LAUNCH, Haatch Ventures, Araya, Forum Ventures, and Secways. That's a solid vote of confidence from some big names. The company already works with OpenVPN and agree.com, and it's just getting started. As more companies adopt AI assistants, the need for consistent answers will only grow. Querio's approach—keeping the logic in GitHub and letting AI agents handle updates—could be the missing link between AI convenience and data integrity. So next time you ask an AI tool a business question, wouldn't it be nice to know the answer is the same no matter where you ask? Querio is betting that's the future.