In this video conversation, Querri Founder and CEO Dave Ingram and Co-Founder Amy Ingram share the thinking behind one of the biggest shifts in the history of our product: a total rebuild of Querri.
Why We Rebuilt Querri
We decided to go back to the drawing board because the world is constantly evolving, and our users needed more than just a data scientist in a chat box. They needed a business analyst who speaks their language, understands their workflow, and actively helps them uncover opportunities faster.
Querri is now a Conversational Business Analyst
From Conversational Data Scientist to Conversational Business Analyst
The original Querri was a breakthrough: an AI-powered data scientist that could clean, analyze, and visualize messy spreadsheets and deliver insights through natural language. But over time, we realized something: for most users, the problem wasn’t just getting smart answers, it was knowing what to do next or which questions to ask.
That’s why we rebuilt Querri from the ground up.
Today’s Querri is sleeker, faster, and more useful. It’s a true conversational business analyst, built with the purpose of helping you make decisions at the speed of business. Whether you’re running a small company, managing a large team, or juggling five roles at once, Querri now does more than answer questions. It leads the way.
Querri can now demo itself and guide users
Business Guidance, Not Just Answers
Querri now offers guided, business-first suggestions based on your data so you’re never stuck staring at a blank screen or wondering what to ask next. It anticipates your needs and recommends the next best step, based on your goals and your industry. Watching it in action is pretty amazing.
Want to understand customer churn? Optimize pricing? Compare campaign performance? Forecast demand? Querri doesn’t just answer. It guides, explains, and helps you act.
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Querri can give you a demo
We also realized that even before loading in data, users often did not know exactly where to start or which data sets they needed to answer their questions.
Querri needed to be more than just a tool. We needed it to be a teacher and a guide who helps people explore what’s possible, even if they don’t know where to start.
Now, Querri can literally demo itself.
Let’s say you work in marketing and you’re curious about how customer segmentation might help your team. You can simply ask:
“Can you create a demo to illustrate how I could use customer segmentation with my data?”
And just like that, Querri will generate a fully functional example using realistic, industry-relevant sample data. You’ll see the kinds of data sources you might need, how that data could be structured, and the types of insights you could uncover—before you even connect your own systems.
🎥 Watch this short clip to see Querri giving a demo.
It’s like having a data strategist and educator on call.
Not just answering questions but helping you ask better ones.
Built for the Real Work of Running a Business
We’ve rebuilt the platform to match the real-world needs of people who rely on data to run things, but who don’t have time to babysit a BI tool or wait days for a report. Querri is now a full-stack AI-native data platform that works instantly with your business files and cloud data. Just upload or connect your data, and ask in plain language. Querri cleans, transforms, analyzes, visualizes, and provides insights in minutes.
Smarter, Simpler, More Secure
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Cleaner Interface. A reimagined, distraction-free workspace makes it easier to focus on what matters.
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Guided Workflows. Step-by-step data coaching meets you where you are—experienced analyst or curious beginner.
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Natural Language Suggestions. Don’t know what to ask? Querri will offer business-specific questions and walkthroughs.
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Built-in Trust. Querri is SOC2 compliant and designed with privacy-first AI.
Why It Matters
Because you shouldn’t need a technical degree to work with data.
Because opportunities shouldn’t die on the vine while you’re stuck building a dashboard.
Because in the age of AI, your curiosity, not your job title, should determine what insights you can uncover.
With this rebuild, we’ve made Querri even more aligned with our mission:
To make data ridiculously easy for anyone in business to use, so they can uncover new possibilities and move faster in a world that doesn’t wait.
➡️ Read more about Querri's functionality here (written by Querri itself).
➡️ Watch the whole conversation, where we discuss the Querri redesign here.