Smarter, Faster, Easier: The latest Querri makes data ridiculously accessible.

The past few months have been incredibly exciting for the Querri team. We've shipped dozens of major features and improvements that make data analysis faster, more intuitive, and more powerful than ever. Here's a comprehensive look at what's new, plus why these updates reinforce Querri's position as the modern data tool businesses actually need.

Major Feature Updates: May - September 2025

Brand New Dashboard Experience

Introducing Querri Dashboards: We've built a completely new dashboard system from the ground up, transforming how you present and share data insights:

• Visual Dashboard Builder: Arrange your data visualizations exactly how you want them with an intuitive interface
• Professional Presentation: Clean, responsive layouts designed for executive reporting and team collaboration
• Seamless Integration: Turn any analysis from your projects into shareable dashboard content
• Multi-Dashboard Support: Create different dashboards for different audiences, teams, or reporting cycles

This transforms Querri from an analysis tool into a complete business intelligence platform where insights become actionable dashboards.

White Label & Enterprise Features

Whitelabel Platform Update: Enterprises can now fully customize Querri's appearance:

• Complete theming support for authentication pages
• Custom branding on welcome screens and signup flows
• Multi-language support with theme compatibility
• Seamless brand integration throughout the user experience

Advanced Authentication (AuthKit): Enhanced security and user experience with:

• Improved login/logout routing
• Better demo prompting for new users
• Streamlined authentication flows
• Enhanced session management

Improved User Onboarding

Streamlined Signup & Welcome: We've simplified the new user experience with a cleaner signup process and better initial guidance to help users get productive faster.

Data Processing & Performance

JSON Processing Improvements: Major updates to how Querri handles JSON data:

• Better parsing and visualization of complex JSON structures
• Improved performance for large JSON datasets
• Enhanced data type detection and handling

Infrastructure & Performance Overhaul: We've modernized our entire data processing infrastructure with cutting-edge tools:

• Upgraded to DuckDB, a high-performance analytical database that processes data up to 100x faster than traditional systems
• Dramatically improved memory management for datasets with millions of rows
• Enhanced UI responsiveness across the entire platform
• More efficient data processing pipelines that handle complex analytics in seconds, not minutes

Streaming Infrastructure: Complete rebuild of our real-time data processing:

• Better streaming flow architecture
• Enhanced executor performance
• Improved Redis integration for real-time updates
• More resilient data pipeline handling

User Experience Improvements

Enhanced Chat Experience: Significant improvements to the core AI interaction:

• Better performance and responsiveness
• Improved file upload support
• Enhanced interface design for better usability

Library Management: Streamlined file and project organization with better workflows and more reliable processing.

Visualization Improvements: Enhanced charts, tables, and data export capabilities across the platform.

Major Intelligence Upgrade

Enhanced AI Agent Reasoning: We've fundamentally upgraded how Querri thinks about and approaches your data problems:

• Deeper Analysis: The AI now performs multiple internal reasoning steps before providing answers, ensuring more thorough and accurate insights
• Self-Validation: Built-in examination and validation processes that double-check results before presenting them to you
• Smarter Problem-Solving: Enhanced ability to break down complex business questions into logical analytical steps
• Better Context Understanding: Improved comprehension of your specific business context and data relationships
• Quality Assurance: Internal quality checks that catch potential issues or inconsistencies before they reach you

This means more reliable insights, fewer false positives, and analysis you can trust for critical business decisions.

Stability & Performance

Behind the scenes, we've made dozens of improvements to platform reliability and speed, ensuring Querri works smoothly even as we add powerful new capabilities.

The Modern Data Tool: What Sets Querri Apart

While we're proud of these feature updates, what excites us most is how they reinforce the core principles that make Querri different. Here's what truly defines a modern data tool:

1. Any Data, Without the Prep

Traditional BI and ETL setups force you to spend 80% of your time cleaning and preparing data before you can ask a single business question. This is backwards.

A modern data tool should be able to clean and prep data based on the questions you're asking, not require everything to be "perfect" first. Querri's enhanced JSON processing, improved file handling, and intelligent data preparation mean you can upload messy spreadsheets, complex JSON files, or incomplete datasets and start getting insights immediately.

Your data doesn't need to be perfect. Your tool should be smart enough to work with reality.

2. Natural Language: The Language of Business

Data experts know how to write SQL queries, but they often don't know the right business questions to ask. Business leaders know the important questions, but they don't know how to work with data.

This disconnect is why so many companies struggle with data-driven decision making. Our enhanced chat experience and improved demo prompting bridge this gap completely. Business users can ask business questions in the language of business: "Which customers are most likely to churn?" or "What's driving our margin decline in the Southeast?"

No SQL required. No technical training needed. Just ask what you want to know.

3. Shareable and Multi-Player

Data analysis isn't meant to be done in isolation. The best insights come from collaboration, and the most important decisions require team input.

Our dashboard drag-and-drop improvements and enhanced sharing capabilities make it effortless to build compelling data stories and share them with your team. Whether it's a quick insight in Slack or a formal board presentation, Querri makes sure your data work creates conversations, not just charts.

4. Repeatable: From Analysis to Automation

Chat tools are great for exploratory analysis, but they fall short when you need to lock in insights for ongoing monitoring. Traditional BI tools excel at automation but require months of setup and make changes nearly impossible.

Querri bridges this gap perfectly. Our enhanced scheduling infrastructure and improved streaming capabilities mean anything you build interactively can be automated to run daily, weekly, or monthly with just a few clicks. When business conditions change, updating your automations is as easy as having another conversation.

The automation system handles the complete data flow - from source refresh to analysis execution to result distribution - ensuring your team always has fresh insights without manual intervention.

5. Any Data Size: Beyond Excel's Limits

Excel is fantastic for many things, but that 1 million row limit becomes painful fast in today's data-rich world. Meanwhile, traditional data warehouses require massive prep time and technical expertise.

Our DuckDB and infrastructure improvements mean Querri handles hundreds of millions of rows with ease, without any of the prep time traditional data warehouses demand. Upload a 50GB CSV file and start analyzing immediately. No data warehouse setup, no ETL pipelines, no waiting.

6. Batteries-Included Data Analysis

Many tools are adding "chat with your data" features, but most stop at simple SQL queries. While that's useful, it falls far short of the statistical analysis and machine learning capabilities that drive real business value.

Querri's Python-based architecture means you get the full power of data science out of the box: statistical analysis, forecasting, customer segmentation, anomaly detection, and machine learning models. But unlike ChatGPT or Gemini, you also get the automation, repeatability, and shareability that businesses actually need.

Looking Forward

These updates represent more than just new features—they're proof that the future of data analysis is fundamentally different from the past. The modern data tool doesn't just process data; it thinks about data the way business people think about business.

As we continue building Querri, we're focused on making data analysis as natural as having a conversation and as powerful as having a dedicated data science team. Because in the end, the best data tool is the one that disappears, leaving you with just the insights you need to make better decisions.

Ready to experience the difference? Try Querri free and see how modern data analysis should work.