--- title: Querri Reviews meta_title: 'Querri Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 12 reviews by the users' company size, role or industry to find out how Querri works for a business like yours. aggregate_rating: rating_value: 4.0 review_count: 12 scale: '5' date_modified: '2026-08-17' parent_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- # Querri Reviews **Vendor:** Querri **Category:** [Data Preparation Software](https://www.g2.com/categories/data-preparation) **Average Rating:** 4.0/5.0 **Total Reviews:** 12 **AI Enabled:** This product embeds AI to enhance or extend its core functionality. ## About Querri Querri is your whole data stack in one platform: storage, preparation, analysis, and dashboards. Business teams ask questions in plain English and get answers grounded in their own data, with no SQL to write, no warehouse to provision, and no separate semantic layer to license. Querri manages every layer rather than sitting on top of one. A managed data lake and warehouse are built in, so there's nothing to provision. Cleaning, joins, dedupe, and type casting run as versioned, re-runnable work. Metrics, entities, and relationships are defined once, so a definition means the same thing in a chat answer, a dashboard, and an export. Connectors pull from databases, warehouses, CRMs, SaaS apps, files, and APIs on a schedule, including HubSpot, Salesforce, NetSuite, Google BigQuery, Amazon Redshift, PostgreSQL, MySQL, and Microsoft SQL Server. Querri can read from APIs where no native connector exists. The data library and semantic layer build themselves. Querri's agents connect your sources, clean and model the data, and define what your metrics mean, so the semantic layer is shaped by the people who know the business instead of waiting on an engineering project. It sharpens with every question your team asks. Results are inspectable. Every question generates and saves the underlying Python code, so an analysis can be refreshed, reused, and scheduled rather than rebuilt. You can read a step-by-step explanation of any answer, see the generated code, and check which calculations were applied. Dashboards stay connected to the analysis underneath, meaning any dashboard can become the starting point for a new question rather than just a fixed report. Governance is enforced everywhere. Querri is certified and audited against SOC 2, ISO 27001, and HIPAA. Access policies apply at the row and column level to every answer, including AI queries, so the assistant only ever sees exactly what the person asking it can see. Zero rows of customer data are ever used to train models, and your data, models, and business logic stay yours. Querri also works inside the AI-tools teams already use. A built-in MCP server brings governed Querri data into Claude, ChatGPT, or Gemini without moving data or the need to rebuild the analysis. For product teams and enterprises, Querri can be white-labeled and embedded inside your own application, with your branding, your context, and your access controls. Querri fits best for: - Business, finance, operations, and marketing teams - Organizations without a large data engineering function - Teams whose data lives across several disconnected systems - Buyers replacing a warehouse, a BI tool, and a semantic layer with one platform - Anyone who needs analyses to be transparent, governed, and repeatable ## Querri Pros & Cons Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews. **What users like:** - Users appreciate the **ease of use** of Querri, finding it simple to interpret natural language queries effortlessly. (1 reviews) - Users appreciate the **natural language querying** feature of Querri, making data insights easy to access and understand. (1 reviews) - Users find Querri's interface **intuitive** , making it simple to interpret natural language queries effortlessly. (1 reviews) **What users dislike:** - Users find the **slow loading** of Querri's data dashboarding features counterproductive, hindering efficient workflow with large datasets. (1 reviews) - Users find the **slow performance** of Querri frustrating, especially due to its counterproductive two-step procedure. (1 reviews) ## Querri Reviews ### 1. The first data tool our non-technical people actually use **Rating:** 5.0/5.0 stars **Reviewed by:** Devin O. | CEO, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** June 17, 2026 **What do you like best about Querri?** What I like best is how much time it saves me. I don't write SQL, I don't go digging through our tables to remember how they're structured, and I don't have to context-shift into analyst mode to pull the right data. I just ask the question I actually want answered, in plain language, and Querri handles the rest. Getting to stay high-level like that is the whole value for me. The answers come back as visualizations, so I can put them in front of the team without worrying about anyone's technical fluency. Everyone just gets it immediately. I don't have to explain a query or walk through a table, they see the chart and they're with me. It has also changed who can answer a data question here. It used to be whoever was comfortable writing SQL. Now anyone on the team can dig in, which means more of our decisions come from real numbers instead of a hunch. The data cleaning is better than I expected too. It takes messy files from different places and gets them usable without me fixing formatting first. A concrete example: pulling our customer data together each week used to take at least an hour, because we always wanted different segments and different questions answered. I hooked up our PostgreSQL DB, and now I ask Querri a few minutes before the meeting and walk in with a custom dashboard ready to go. Worth every penny. **What do you dislike about Querri?** There was so much in there that at first it was hard to know where to start. They've recently updated the onboarding though, so it's much more streamlined now. **What problems is Querri solving and how is that benefiting you?** Getting an answer out of our data used to mean learning a heavy BI tool or waiting on the one person who knew it. So a lot of questions just never got asked. When the right data was too time consuming or hard for the right people to get to, we'd just guess or assume and move on. Querri took that bottleneck out. Anyone can now pull their own answers, build a dashboard to share in minutes, and keep going. The payoff is speed and access. We decide faster because the data is not locked behind a specialist or a complex tool, and more of us are looking at the same numbers. For a small company where nobody has time to be a full-time analyst, that is a big deal. ### 2. A Game-Changer for Small Logistics Business Insight **Rating:** 4.5/5.0 stars **Reviewed by:** Stephen S. | Founder, Owner, CEO, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** March 27, 2026 **What do you like best about Querri?** I run a freight brokerage out of Charleston, and before Querri, our whole financial picture lived in spreadsheets. I have a finance degree, but I'd rather spend my time running the business than grinding through Excel building macros and pivot tables all day. Everything was manual, prone to errors, and we were constantly dealing with data discrepancies that ate up time we didn't have. I uploaded all of our load data for 2025 into Querri and immediately started seeing really cool insights I wouldn't have caught on my own. The platform gives me a bird's eye view of how much money we're bringing in each day, but I can also drill down into very specific details to figure out what's actually happening and why. That flexibility is huge when you're running a growing brokerage. I'm using it for cash flow management, sales oversight, and tracking customer trends — things like volume vs. profit and seasonality patterns. It's also helped me build financial projections and figure out whether we can afford to hire new people, which is a real question when you're scaling the way we are. Being able to pull up our monthly gross profit trend and show that to investors in a few clicks has been a game changer. What's cool is that my team uses Querri in a completely different way than I do. My sales guys are mostly looking at industry data to build high-priority lead lists each day, while I'm looking at the business from an ownership and management perspective. The fact that one platform serves both of those use cases says a lot. Depending on how aggressive you want to be with it, Querri saves me around 10 hours a week. That's time I'm putting back into strategy instead of data wrangling. As we grow, we need to be as aggressive with AI as we can be, and Querri is a big part of that. It doesn't just save time — it extends what I'm capable of as a business owner. I also want to call out that Querri is a smaller company, and that's actually a huge plus for me. There's real transparency around how our data is being used, it feels trustworthy, and the customer experience feels bespoke — like it was built for my industry. That matters a lot when you're handing over your financial data. If I had to nitpick, I'd love to see more integrations for data connectors — right now I'm exporting CSVs from my TMS and uploading them manually, so a direct connector would save even more time. It'd also be great if it could read PDFs. If you're running a logistics operation and you don't have a data person on staff, Querri is your data person. It's web-based, easy to use, and the team behind it actually cares about your experience. **What do you dislike about Querri?** See the last review that was written with the full scope! **What problems is Querri solving and how is that benefiting you?** See the original review I created which captures the full scope! ### 3. Convenient for Data Automation, But Needs More Polish **Rating:** 3.5/5.0 stars **Reviewed by:** Elliot F. | Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** April 15, 2026 **What do you like best about Querri?** I use Querri for automating data cleaning and formatting projects. I like that setting up a project is easy and prompting the AI to do the required steps is straightforward. The fact that it saves as a project I can run over and over is really helpful. It's convenient and fast, unlike other AI services where I have to enter prompts each time. **What do you dislike about Querri?** Reuploading or swapping out source files is not user friendly. Exporting/downloading results isn't as intuitive as I would like. **What problems is Querri solving and how is that benefiting you?** I use Querri to automate data cleaning, like address formatting and capitalization, making projects easy to set up. I appreciate the reusable projects, which save time by storing prompts for repeated use, enabling fast and convenient data manipulation with different files. ### 4. Save Time but Needs to Improve Reliability **Rating:** 0.0/5.0 stars **Reviewed by:** Jose Miguel L. | Business Architect, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through LinkedIn **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **AI Translated:** This review has been translated from Spanish; Castilian using AI. **Reviewed Date:** May 09, 2026 **What do you like best about Querri?** It is not necessary to have programming knowledge and it is capable of analyzing data and generating editable reports. It is quite intuitive in terms of use. **What do you dislike about Querri?** In the free trial version, I have experienced errors in generating the updated files, even when your response told me they were correctly generated. That's why I want to try the Pro version. **What problems is Querri solving and how is that benefiting you?** I use Querri to update Excel sheets and generate updated reports. It saves me time on these tasks. ### 5. Empowers Statistical Analysis with Ease **Rating:** 4.0/5.0 stars **Reviewed by:** L Susan W. | Small-Business (50 or fewer emp.) **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Source: Organic:** Organic review. This review was written entirely without invitation or incentive from G2, a seller, or an affiliate. **Reviewed Date:** March 04, 2026 **What do you like best about Querri?** I like how Querri translates my plain language requests into statistical analysis and provides not only the statistical test but also good visuals and a deeper explanation when requested. It feels like I have a partner in data analysis, something that I can check my understanding against. **What do you dislike about Querri?** I found libraries and projects a bit confusing at first, but I'm figuring it out. **What problems is Querri solving and how is that benefiting you?** Querri allows me to conduct statistical analysis without needing to return to other software that I haven't used for years. ,It provides detailed analyses with explanations. ### 6. Simple UI, Easy to use yet powerful data interpreter **Rating:** 4.0/5.0 stars **Reviewed by:** Diego B. | COO, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through Google One Tap using a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 28, 2024 **What do you like best about Querri?** It has a very easy to follow step by step set up which guides you to use the tool. The UI is simple and very easy to understand while it stays fast and scrispy even after adding big rows csv. It also able to interprete my prompt to a logical algorithm step by step and youre able to see these steps in real time as they are executed. It can both transformt the data, and plot charts with the data. **What do you dislike about Querri?** There were several data sources in which the addition failed (using CSV files) and the execution of the prompts are somwhat slow but it also depend on the amount of data youre analizing. I would recommend them working on speed and overal results as request sometimes fail or take too long (specially for charts). **What problems is Querri solving and how is that benefiting you?** It allows me to transform and clean my data with simple worded prompts, saving me hours of what it would have taken me do it in excel. ### 7. Increase my overall business flexibleness. **Rating:** 4.0/5.0 stars **Reviewed by:** Alison R. | Sales Manager, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** December 06, 2024 **What do you like best about Querri?** Querri has given me a way of interpreting the natural language queries. It means I can query my data such as 'what are my top five selling products this quarter?' Querri also makeks it easy to follow along and understand the information that he is providing. **What do you dislike about Querri?** I think that the data dashboarding features of Querri are rather limited. This two-step procedure is quite counterproductive annd slows down the workflow, even if it's applied to handle large and intricate data sets. **What problems is Querri solving and how is that benefiting you?** With Querri, I am able to get answers to my questions from my data without having to involve other technical personnel. I also acquired the ability to solve tasks regarding customer tendencies, sales results, and marketing efficiency on my own. ### 8. The perfect tool to interact with the content of your .xls or .csv files using AI. **Rating:** 4.5/5.0 stars **Reviewed by:** Chris S. | Web/Mobile Designer, Information Technology and Services, Small-Business (50 or fewer emp.) **Current User:** The reviewer uploaded a screenshot or submitted the review in-app verifying them as current user. **Validated Reviewer:** Validated through LinkedIn **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 27, 2024 **What do you like best about Querri?** It allows me to organize my .csv and .xls files better and without too much effort. I simply ask the app to fix errors on my files, fill empty cells, or create charts based on the data and it immediately generates a new version of my file. **What do you dislike about Querri?** I definitely dislike the response time. Sometimes the app keeps loading and it takes a long time to respond to a short question. **What problems is Querri solving and how is that benefiting you?** It solves me the problem of having to manually manage hundreds of lines to get the information I need to extract from a file. The tool easily creates a different table version for me by asking a simple question. ### 9. Using natural language queries, analyze data **Rating:** 4.5/5.0 stars **Reviewed by:** James G. | Credit Analyst, Small-Business (50 or fewer emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** September 11, 2024 **What do you like best about Querri?** Querri With I can pose questions to my datasets in simple English rather than have to type numerous codes. It also helps me to draw small but important information from the data sets that I would not have glanced at otherwise. **What do you dislike about Querri?** Querri can not integrate it with data located on various platforms as well as within different applications. It appears isolated and does not afford an easy way to hook up with another application, cloud storage or databases among others. **What problems is Querri solving and how is that benefiting you?** Querri has helped me to be more independent as far as the data analysis is concerned. I can navigate to my data and inspect it as well as look for patterns without having to access the assistance of IT or data analysts. ### 10. More proactive and data-driven **Rating:** 4.5/5.0 stars **Reviewed by:** Alexandre M. | Data Center Operator, Government Relations, Enterprise (> 1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** September 03, 2024 **What do you like best about Querri?** I can get answers to my data in simple language besides receivinga set of close and related questions. This has assisted me to analyze my datasets without the need to consult technical experts in the field. This remains a great advantage for simple data analysis. **What do you dislike about Querri?** Querri appears to be somewhat restricted in the type of data sources that it can access. Due to its restriction in accessing these data sources, Querri is less beneficial for a broader spectrum of my data analysis. **What problems is Querri solving and how is that benefiting you?** Querri is making it possible for me to gain simple insights about my data without having to write codes or spend time waiting for the IT department to help me with the same. ### 11. Centralized Knowledge Base **Rating:** 4.5/5.0 stars **Reviewed by:** Bennett K. | Student Development Advisor Health Sciences, Mid-Market (51-1000 emp.) **Validated Reviewer:** This review contains authentic analysis and has been reviewed by our team **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** September 02, 2024 **What do you like best about Querri?** Querri provides a single, centralized location for storing and managing knowledge. It's search functionality makes it easy to find and access relevant information. **What do you dislike about Querri?** Implementing Querri can be time-consuming and requires technical expertise. Querri's pricing are prohibitively expensive for small businesses or those with limited budgets. **What problems is Querri solving and how is that benefiting you?** Querri helped us in solving a lot of question with more knowledge and better understandings. ### 12. good time to use combine, analyze, and move data by asking questions in natural language **Rating:** 5.0/5.0 stars **Reviewed by:** Megan k. | sales specialist, Mid-Market (51-1000 emp.) **Validated Reviewer:** Validated through a business email account **Incentivized:** This reviewer was offered a nominal gift card as thank you for completing this review. **Source: G2 invite:** Invitation from G2. This reviewer was offered a nominal gift card as thank you for completing this review. **Reviewed Date:** August 28, 2024 **What do you like best about Querri?** i felt like the Ai has helped me in my job with speaking to wrtite actual questios. **What do you dislike about Querri?** hard to find and relocate and discuss within the company **What problems is Querri solving and how is that benefiting you?** its helping me with customers - [View Querri pricing details and edition comparison](https://www.g2.com/products/querri/reviews?section=pricing&secure%5Bexpires_at%5D=2026-08-19+08%3A00%3A18+-0500&secure%5Bsession_id%5D=044c3b22-5405-47f4-9770-4f508f9c1bd7&secure%5Btoken%5D=87f300b34601d958aa08add6c46520dca5cb91dce3bf5527a06e1a89c2fff257&format=llm_user) ## Querri Integrations - [Agentforce Sales (formerly Salesforce Sales Cloud)](https://www.g2.com/products/agentforce-sales-formerly-salesforce-sales-cloud/reviews) - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) - [Amplitude Analytics](https://www.g2.com/products/amplitude-analytics/reviews) - [CharityTracker](https://www.g2.com/products/charitytracker/reviews) - [Customer.io](https://www.g2.com/products/customer-io/reviews) - [eMaint](https://www.g2.com/products/emaint/reviews) - [Fin](https://www.g2.com/products/fin/reviews) - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) - [HubSpot Sales Hub](https://www.g2.com/products/hubspot-sales-hub/reviews) - [HubSpot Service Hub](https://www.g2.com/products/hubspot-service-hub/reviews) - [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) - [MySQL](https://www.g2.com/products/mysql/reviews) - [NetSuite](https://www.g2.com/products/oracle-netsuite/reviews) - [PostgreSQL](https://www.g2.com/products/postgresql/reviews) ## Querri Features **Data Source Access** - Breadth of Data Sources - Ease of Data Connectivity - API Connectivity **Data Interaction** - Profiling and Classification - Metadata Management - Data Modeling - Data Joining - Data Blending - Data Quality and Cleansing - Data Sharing - Data Governance **Data Exporting** - Breadth of Integrations - Ease of Integrations - Data Workflows **Generative AI** - AI Text Generation - Generative AI **Additional Functionality** - Data Analysis Tools - AI/Machine Learning - Data Extraction - Reporting/Analytics - AI Copilot - Data Mapping - ETL - Big Data Analytics - Data Quality Control ## Top Querri Alternatives - [Tableau](https://www.g2.com/products/tableau/reviews) - 4.4/5.0 (3,682 reviews) - [Domo](https://www.g2.com/products/domo/reviews) - 4.3/5.0 (1,067 reviews) - [Validity Engage](https://www.g2.com/products/validity-engage/reviews) - 4.5/5.0 (973 reviews)