--- title: Savant Labs Reviews meta\_title: 'Savant Labs Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 52 reviews by the users' company size, role or industry to find out how Savant Labs works for a business like yours. aggregate\_rating: rating\_value: 4.7 review\_count: 52 scale: '5' date\_modified: '2026-08-10' parent\_category: name: Analytics Tools & Software url: https://www.g2.com/categories/analytics-tools-software --- ### Savant Labs Pros and Cons: Top 5 Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users appreciate the **ease of use** of Savant Labs, enjoying its intuitive interface and seamless analytics capabilities. [(17 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1897861&qs=pros-and-cons#reviews) Users appreciate the **friendly and responsive customer support** that effectively addresses issues and inquiries promptly. [(11 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898937&qs=pros-and-cons#reviews) Users love the **user-friendly interface** , which simplifies analytics and enhances productivity with seamless data integration. [(9 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898607&qs=pros-and-cons#reviews) Users appreciate the **easy integrations** with Google Drive and other tools, enhancing analysis efficiency without coding. [(8 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1899294&qs=pros-and-cons#reviews) Users love the **easy integrations** with various data sources, enhancing their analytics experience without coding knowledge. [(6 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898167&qs=pros-and-cons#reviews) Users note a **steep learning curve** with Savant Labs, requiring practice and patience to navigate effectively. [(7 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898992&qs=pros-and-cons#reviews) Users find the **learning difficulty** with Savant Labs steep, requiring practice to navigate its innovative features effectively. [(6 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=2082331&qs=pros-and-cons#reviews) Users experience **integration issues** with Savant Labs, facing difficulties in updating data sources and tool functionality. [(3 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898240&qs=pros-and-cons#reviews) Users face significant **access issues** , particularly with personal email logins and outdated tools during analyses. [(2 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=2082166&qs=pros-and-cons#reviews) Users face challenges with **data management** , particularly in updating sources and refreshing analyses effectively. [(2 mentions)](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=2082321&qs=pros-and-cons#reviews) ### 5 Pros or Advantages of Savant Labs ##### 1. Ease of Use Users appreciate the **ease of use** of Savant Labs, enjoying its intuitive interface and seamless analytics capabilities. [ See 17 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1897861&qs=pros-and-cons#reviews) See Related User Reviews FT Firoj T. Enterprise (\> 1000 emp.) 5.0/5 "Easy, efficient, fast and reliable platform" What do you like about Savant Labs? the core of ETL platform is to help end user do each step of this process in a effective way. Savant's data load point option, magical transformation ![Michael M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Michael M.") MM Michael M. Mid-Market (51-1000 emp.) 4.5/5 "An excellent enterprise tool to apply automation to data driven material and every day tasks." What do you like about Savant Labs? Instant licensing for your entire organization. The model is driven on consumption, the training is straightforward, and the customer success team is ##### 2. Customer Support Users appreciate the **friendly and responsive customer support** that effectively addresses issues and inquiries promptly. [ See 11 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898937&qs=pros-and-cons#reviews) See Related User Reviews ![Michael M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Michael M.") MM Michael M. Mid-Market (51-1000 emp.) 4.5/5 "An excellent enterprise tool to apply automation to data driven material and every day tasks." What do you like about Savant Labs? Instant licensing for your entire organization. The model is driven on consumption, the training is straightforward, and the customer success team is ![Pavan K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pavan K.") PK Pavan K. Small-Business (50 or fewer emp.) 5.0/5 "Simple and smooth" What do you like about Savant Labs? Platform interface is very easy to learn, it is like Do It Your self platform. Moreover the bots are very user friendly. Integration is very easy And ##### 3. User Interface Users love the **user-friendly interface** , which simplifies analytics and enhances productivity with seamless data integration. [ See 9 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898607&qs=pros-and-cons#reviews) See Related User Reviews MH Matthew H. Mid-Market (51-1000 emp.) 5.0/5 "Transforming Our Workflows in a Very Short Time" What do you like about Savant Labs? The interface is very easy to navigate and use. The customer support is very quick to respond and super helpful when they do respond. The idea submiss ![idham h.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "idham h.") IH idham h. Small-Business (50 or fewer emp.) 4.0/5 "Interesting new analytics contender!!" What do you like about Savant Labs? It is a more interactive application which emphasize on simplifying the complex of coding, giving users more ability to do analytics data transformati ##### 4. Integrations Users appreciate the **easy integrations** with Google Drive and other tools, enhancing analysis efficiency without coding. [ See 8 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1899294&qs=pros-and-cons#reviews) See Related User Reviews ![Jaya prakash P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jaya prakash P.") JP Jaya prakash P. Small-Business (50 or fewer emp.) 4.5/5 "Savant Review" What do you like about Savant Labs? The best thing about savant labs is that we can perform any type of analysis using this tool. It is very easy to use and also very easy to setup, we j ![Pavan K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pavan K.") PK Pavan K. Small-Business (50 or fewer emp.) 5.0/5 "Simple and smooth" What do you like about Savant Labs? Platform interface is very easy to learn, it is like Do It Your self platform. Moreover the bots are very user friendly. Integration is very easy And ##### 5. Easy Integrations Users love the **easy integrations** with various data sources, enhancing their analytics experience without coding knowledge. [ See 6 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898167&qs=pros-and-cons#reviews) See Related User Reviews ![Jaya prakash P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jaya prakash P.") JP Jaya prakash P. Small-Business (50 or fewer emp.) 4.5/5 "Savant Review" What do you like about Savant Labs? The best thing about savant labs is that we can perform any type of analysis using this tool. It is very easy to use and also very easy to setup, we j ![Michael F.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Michael F.") MF Michael F. Small-Business (50 or fewer emp.) 4.5/5 "Affordable option for low code automation" What do you like about Savant Labs? Savant's interface is very easy to learn and get a handle on. Developing an analysis and automating it is very straightforward as well. There is a lea ### 5 Cons or Disadvantages of Savant Labs ##### 1. Learning Curve Users note a **steep learning curve** with Savant Labs, requiring practice and patience to navigate effectively. [ See 7 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898992&qs=pros-and-cons#reviews) See Related User Reviews ![Jaya prakash P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jaya prakash P.") JP Jaya prakash P. Small-Business (50 or fewer emp.) 4.5/5 "Savant Review" What do you dislike about Savant Labs? The main issue i found while using savant labs is that i cannot log in using my personal mail, And also there are so much features which are difficult BB Bradley B. Enterprise (\> 1000 emp.) 4.5/5 "Savant Experience" What do you dislike about Savant Labs? - I have sometimes struggled with replacing/updating data sources in analyses. Perhaps it is user error, but I've had issues when replacing files in t ##### 2. Learning Difficulty Users find the **learning difficulty** with Savant Labs steep, requiring practice to navigate its innovative features effectively. [ See 6 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=2082331&qs=pros-and-cons#reviews) See Related User Reviews ![Jaya prakash P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jaya prakash P.") JP Jaya prakash P. Small-Business (50 or fewer emp.) 4.5/5 "Savant Review" What do you dislike about Savant Labs? The main issue i found while using savant labs is that i cannot log in using my personal mail, And also there are so much features which are difficult BB Bradley B. Enterprise (\> 1000 emp.) 4.5/5 "Savant Experience" What do you dislike about Savant Labs? - I have sometimes struggled with replacing/updating data sources in analyses. Perhaps it is user error, but I've had issues when replacing files in t ##### 3. Integration Issues Users experience **integration issues** with Savant Labs, facing difficulties in updating data sources and tool functionality. [ See 3 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=1898240&qs=pros-and-cons#reviews) See Related User Reviews BB Bradley B. Enterprise (\> 1000 emp.) 4.5/5 "Savant Experience" What do you dislike about Savant Labs? - I have sometimes struggled with replacing/updating data sources in analyses. Perhaps it is user error, but I've had issues when replacing files in t AV alvin v. Enterprise (\> 1000 emp.) 4.0/5 "Innovative Solutions with Room for Improvement" What do you dislike about Savant Labs? While Savant Labs offers many great features, there is room for improvement in terms of integration with other software platforms. Occasionally, updat ##### 4. Access Issues Users face significant **access issues** , particularly with personal email logins and outdated tools during analyses. [ See 2 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=2082166&qs=pros-and-cons#reviews) See Related User Reviews ![Jaya prakash P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jaya prakash P.") JP Jaya prakash P. Small-Business (50 or fewer emp.) 4.5/5 "Savant Review" What do you dislike about Savant Labs? The main issue i found while using savant labs is that i cannot log in using my personal mail, And also there are so much features which are difficult BB Bradley B. Enterprise (\> 1000 emp.) 4.5/5 "Savant Experience" What do you dislike about Savant Labs? - I have sometimes struggled with replacing/updating data sources in analyses. Perhaps it is user error, but I've had issues when replacing files in t ##### 5. Data Management Users face challenges with **data management** , particularly in updating sources and refreshing analyses effectively. [ See 2 mentions ](https://www.g2.com/products/savant-labs/reviews?filters%5Bsentiment_snippet%5D=2082321&qs=pros-and-cons#reviews) See Related User Reviews BB Bradley B. Enterprise (\> 1000 emp.) 4.5/5 "Savant Experience" What do you dislike about Savant Labs? - I have sometimes struggled with replacing/updating data sources in analyses. Perhaps it is user error, but I've had issues when replacing files in t MW Matthew W. Enterprise (\> 1000 emp.) 3.5/5 "Pretty Data Automation" What do you dislike about Savant Labs? Some issues with refreshing in data sources, so when I run the data source if it is a file connection the data will not refresh. So then the workaroun ![Marlene S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Marlene S.") MS Marlene S. Finance Operations Lead Logistics and Supply Chain Enterprise (\> 1000 emp.) 6/10/2026 "Automated sales tax reconciliation and significantly shortened month-end close" 5/5 What do you like best about Savant Labs? We used to pull data from NetSuite, Stripe, Avalara, and Mode manually every month, then align everything in Excel with formulas that would break if anyone so much as looked at them the wrong way. Now the whole process runs on a schedule in Savant. It pulls the data automatically, matches transactions across systems, flags and handles mismatches, and pushes clean results back into our stack. Best of all, the audit trail is automated, so audits are nowhere near as stressful anymore. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? There’s definitely a learning curve, especially if you’re used to doing everything in Excel. It took our team a few weeks before we felt truly comfortable building workflows on our own. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? We’re no longer manually reconciling data across three platforms, which means fewer errors and a lot less stress. As the workflow runs, everything stays audit-ready, so we’re not scrambling afterward to pull documentation together. We also cut our data-handling costs in half by reducing storage, export, and reprocessing overhead through direct API connections. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Lawrence M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Lawrence M.") LM Lawrence M. Financial Reporting Manager Pharmaceuticals Enterprise (\> 1000 emp.) 6/9/2026 "Faster close + auditors actually trust our process now" 5/5 What do you like best about Savant Labs? Our transaction volume was growing quickly, and Excel just couldn’t keep up anymore. We finally set up an integration with NetSuite, and now our data stays current without any manual exporting or reformatting. Everything reconciles in real time. SOX compliance is also virtually achieved by default, because the audit trail already exists as part of the workflow. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? Migrating our existing spreadsheet logic into Savant took longer than I expected. That said, we’ve had years of formulas and workarounds baked into our close process, so it’s understandable that translating all of that into proper workflows wasn’t something we could do overnight. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? We cut three days off our close, and the numbers are right the first time now. The entire process is GAAP compliant, and auditors can clearly see how every figure was produced without us having to assemble a separate documentation package. Collaboration has improved as well, since everyone is working from the same live data instead of emailing spreadsheets back and forth. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Nancy V.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Nancy V.") NV Nancy V. Director of Accounting Information Technology and Services Enterprise (\> 1000 emp.) 6/9/2026 "Replaced our spreadsheet mess with something that actually scales" 4.5/5 What do you like best about Savant Labs? Before Savant, our month-end close was basically a bunch of people emailing spreadsheets back and forth and just hoping nothing got missed. Now their AI handles the data extraction and reconciliation workflows, and it’s been far more reliable than what we were doing before. As a result, our team spends less time chasing down numbers and more time focused on analysis. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? Savant includes some pre-built workflow templates, but I wish there were more options tailored to our industry. Even so, their team stayed responsive throughout the entire setup process, which made onboarding smoother. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? Our data used to be siloed across multiple systems, and pulling it together was a manual nightmare. Now everything is connected, and it stays audit-ready without us having to babysit it. Savant’s deterministic workflows automate invoice data extraction and multi-entity reconciliations for us, which has made the whole process far smoother and more reliable. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Michael K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Michael K.") MK Michael K. Tax Manager Retail Enterprise (\> 1000 emp.) 6/8/2026 "Automated our multi-jurisdiction sales tax workflow. Was way overdue." 5/5 What do you like best about Savant Labs? We operate across a lot of jurisdictions, and keeping up with changing tax rules was honestly wearing us down. Savant now handles the calculations, reconciles against Oracle Fusion Cloud, and automatically generates audit logs and data lineage. What really sold us was the dynamic rules engine—when rates change, we’re no longer stuck manually updating spreadsheets. As a result, our team has gotten back days each month that we used to lose to data prep and reconciliation work. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? The Savant team was helpful overall, but I wish the setup process were a bit more self-explanatory, especially when it comes to building larger workflows. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? Multi-jurisdictional tax reconciliation used to be our biggest pain point. Now our ERP postings are accurate, and we have detailed audit trails, so no one is scrambling at the last minute. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Jacklyn R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jacklyn R.") JR Jacklyn R. Finance Operations Leader Logistics and Supply Chain Enterprise (\> 1000 emp.) 6/13/2026 "Savant’s Fuzzy Matching Made Messy Vendor Invoices Effortless" 5/5 What do you like best about Savant Labs? Honestly, what I appreciate most is the fuzzy matching. We deal with a ton of vendor invoices, and the data is rarely clean—different formats, missing fields, you name it. Savant handles all of that and matches everything up automatically. We’re not stuck manually building reports in spreadsheets anymore, which has been a huge relief for the team. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? Setting up the multi-layered logistics workflows we needed took real effort. It’s a very flexible tool, but it took us about a full day to fully understand what was possible and then map those options to our processes. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? Data extraction used to be a bottleneck, and manual reconciliation often led to errors. Now my team can focus on actually solving problems instead of digging through paperwork and spending time cleaning up data. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Douglas R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Douglas R.") DR Douglas R. Tax Manager Retail Enterprise (\> 1000 emp.) 6/10/2026 "Our retail tax compliance process is actually manageable now" 5/5 What do you like best about Savant Labs? The automation has been a huge help for our compliance team. It connects directly to our ERP, manages sales tax rules and reconciliations across all of our jurisdictions, and automatically generates audit-ready documentation. That used to be the most time-consuming part of our process, so it’s been a real improvement. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? Mapping out the specific jurisdiction requirements took some time, even with the AI capabilities. The tool is powerful, but it isn’t instant. We also needed some training before we could get the custom dashboards working the way we wanted. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? Multi-state tax compliance and reconciliations are now automated. Our retail compliance is more accurate, and we’re no longer staying late just to get everything finished. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Patrick L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Patrick L.") PL Patrick L. Accounting Operations Consumer Goods Enterprise (\> 1000 emp.) 5/18/2026 "Savant's AI automation is exactly what our accounting team desperately needed all along" 5/5 What do you like best about Savant Labs? Savant basically does pretty much everything now. It pulls data from across our spreadsheets, Microsoft 365 apps, and Salesforce, automatically posts GL entries, and pushes data out to Power BI and Excel. The platform is fairly easy to use. Tools like blend, join, transform, stack, summarize, etc. are quite intuitive and work as you would expect. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? Nothing that I can't get past. It does everything I need it to do for now. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? We used to find reconciliation errors after close, sometimes weeks later. Now the workflow catches discrepancies as it runs. The whole process from statement to ledger is repeatable and we can trace every step. AI agents pull data from unstructured invoices and automate the ledger postings. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic Review from User Profile ![Aurora C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Aurora C.") AC Aurora C. Accounting Manager Manufacturing Enterprise (\> 1000 emp.) 5/17/2026 "Took our month-end close from 9 days to 3" 4.5/5 What do you like best about Savant Labs? Honestly the biggest thing is that our whole workflow from bank statement to ledger entry just runs now. We used to have two people pulling data, matching it manually in Excel, and then someone else reviewing exceptions. Savant automates all of that with human in the loop review. Its data extraction handles even the messy PDFs we get from some of our vendors, which was quite a pleasant surprise. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? It took a few sessions for the team to get fluent with the platform and understand its ins and outs Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? We're not catching reconciliation errors after the fact anymore. There are also just fewer errors now in general. Accuracy on matching is really good, and it's cut our close from 9 days to 3 days. Savant's AI agents pull data out of messy PDFs and post entries into our ledger automatically." Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Verified User in Computer & Network Security](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer & Network Security") UC Verified User in Computer & Network Security Enterprise (\> 1000 emp.) 8/10/2026 "REST API Connector Makes Complex Pipelines Easy" 5/5 What do you like best about Savant Labs? I like the REST API connector because it makes it easier to set up complex pipelines. I also appreciate the range of functions available, including JSON parsing, deduping, and other similar tools that help streamline the workflow. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? Nothing much to add. Sometimes the performance is below par, and it takes more time to complete runs. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? We use it to read data from a complex REST API integration with a third-party tools, and it handles that data very well. Overall, it’s been reliable for pulling in the information we need without issues. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Seller invite ![Verified User in Computer Software](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Computer Software") AC Verified User in Computer Software Mid-Market (51-1000 emp.) 5/21/2025 "Improved our reporting efficiency across tools" 5/5 What do you like best about Savant Labs? We evaluated Savant Labs to streamline combining data from HubSpot, Google Ads, and internal sources. What stood out was how quickly we could build data pipelines without depending much on engineering. The platform offers good flexibility in transforming and standardizing data before using it for reporting, which helped improve consistency in our marketing and sales data. This made our weekly reporting more reliable. There is a bit of a learning curve in the beginning, especially around structuring data models, but once set up it reduced a lot of manual effort. Review collected by and hosted on G2.com. What do you dislike about Savant Labs? The initial setup can take some time, especially when defining data models and mapping schemas across different sources. It is not completely intuitive at first and requires some trial and error. Some connectors also needed extra handling to align data properly, which slowed things down during implementation. Documentation could be more detailed in certain areas, particularly for advanced use cases. Once things are set up it works well, but getting to that stage requires a bit of effort. Review collected by and hosted on G2.com. What problems is Savant Labs solving and how is that benefiting you? Savant Labs helps us solve the challenge of combining and standardizing data from multiple sources like HubSpot and ad platforms. Earlier, a lot of time was spent manually preparing data for reporting. With Savant, we can build pipelines to clean and align this data in one place, which improves consistency across reports. This has made our weekly reporting faster and more reliable, especially for tracking marketing performance and attribution. It has reduced manual effort and dependency on engineering for routine data preparation tasks. Review collected by and hosted on G2.com. 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