# Seeq Reviews **Vendor:** Seeq Corporation **Category:** [Time Series Intelligence Software](https://www.g2.com/categories/time-series-intelligence) **Average Rating:** 4.6/5.0 **Total Reviews:** 150 ## About Seeq Seeq is the only enterprise SaaS platform that is purpose-built for time series data, and is trusted by the most recognizable names in oil & gas, pharmaceuticals, specialty chemicals, utilities, renewable energy, and numerous other vertical industries. Seeq accelerates digital transformation efforts and ROI impact by providing live connectivity to hundreds of data sources, and empowering more people across the organization to leverage a broad range of AI capabilities including advanced analytics, machine learning, and generative AI (GenAI). ## Seeq Pros & Cons **What users like:** - Users value the **effective data analysis** capabilities of Seeq, enabling quick insights and time savings in their workflow. (42 reviews) - Users find Seeq to be incredibly **user-friendly** , allowing for quick data manipulation and efficient issue identification. (37 reviews) - Users value the **flexibility and user-friendly tools** of Seeq, enabling seamless data analysis and performance insights. (27 reviews) - Users value the **robust analysis capabilities** of Seeq, enabling powerful insights through intuitive operations and tools. (22 reviews) - Users value the **intuitive data visualization** capabilities of Seeq, enhancing their analysis and reporting experiences seamlessly. (16 reviews) - Automation (15 reviews) - Efficiency (12 reviews) - Tools (12 reviews) - Insights (10 reviews) - Ease of Learning (9 reviews) **What users dislike:** - Users find the **interface complex and not user-friendly** , leading to challenges in visualizing and understanding LIMS quality data. (26 reviews) - Users find the **difficult learning curve** of Seeq challenging, especially when trying to learn the tool alone. (18 reviews) - Users find Seeq's **learning curve challenging** , making adoption difficult without sufficient guidance and support. (12 reviews) - Users find the **learning difficulty** of Seeq a challenge, especially when attempting to learn the tool independently. (9 reviews) - Users find the **complexity in scaling analysis** and integration challenging, leading to a steeper learning curve. (8 reviews) - Limited Features (6 reviews) - UX Improvement (6 reviews) - Data Management Issues (5 reviews) - Users express a desire for **limited customization options** in Seeq, hindering their ability to tailor analyses efficiently. (5 reviews) - Required Expertise (5 reviews) ## Seeq Reviews ### 1. Seeq Accelerates Digital Transformation and Transforms Business Processes **Rating:** 4.5/5.0 stars **Reviewed by:** Simon T. | IT Consultant, Mid-Market (51-1000 emp.) **Reviewed Date:** December 08, 2025 **What do you like best about Seeq?** Seeq is very helpful when it comes to transforming data into actionable insights which ensures fast and accurate decision making. With the tool, we have greatly enhanced our processes and improved our business outcomes. I like how effective Seeq is when it comes to accelerating digital transformations which ensures a real-time view of our operations. By improving our business processes, Seeq helps us boost our ROI and general performance. **What do you dislike about Seeq?** Seeq has all the amazing features and handles analytics and intelligence really well. **What problems is Seeq solving and how is that benefiting you?** We have been using Seeq for predictive analytics and as an IoT analytics platform and it has delivered. It makes it easy to enhance our processes and we get helpful insights that aids in proper decision making. ### 2. My seeq review **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Enterprise (> 1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** Seeq has been instrumental with investigations and cycle time improvements. I've used seeq to drive investigations by homing in on certain assets having an issue and using its tools as a way to show what the asset was doing before and after the event. For cycle time, its tools were used to conduct similar investigations to determine why a production run behaved in a certain way. **What do you dislike about Seeq?** I don't have many downsides to it. If anything, I would like things to be even easier to scale up across assets. **What problems is Seeq solving and how is that benefiting you?** Seeq is solving production run consistency issues. It's been beneficial to compare golden runs to runs that have issues, but also using the golden run as a standard to find the last few improvements on successful cycles. ### 3. Easy to analyze timeseries data - In Quick time we can build our own insights and Reports **Rating:** 4.5/5.0 stars **Reviewed by:** Bakthavatsalan P. | Engineering Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** August 29, 2022 **What do you like best about Seeq?** It can connect all timeseries database across industries which is great plus. In quick time we can analyze data and insights report can be created in organizer. The Agent now makes life more easy formulas and auto creation signals, data cleaning and organizer more productive. Asset tree helps quick search and logical grouping. **What do you dislike about Seeq?** Still lot more scope to improve on Organizer and alighment in the reporting **What problems is Seeq solving and how is that benefiting you?** Monitoring Critical KPI. data cleaning based on Conditioning. Management dashboard . Time series analysis. ### 4. Great Networking Opportunity **Rating:** 5.0/5.0 stars **Reviewed by:** Sriv S. | Technical analyst, Enterprise (> 1000 emp.) **Reviewed Date:** September 09, 2025 **What do you like best about Seeq?** SEEQ is a niche product, it has a lot of scope of growth and I feel like my team is on the product earlier on and there is so much growth and picking up expertise early on. **What do you dislike about Seeq?** Adoption model to SEEQ, I wish it could be a better to generate a strategy to convert PI Vision users to Seeq **What problems is Seeq solving and how is that benefiting you?** Generating real time analytics self service and giving flexibility for each user to generate their own models. ### 5. Seeq summit review **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Manufacturing | Enterprise (> 1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** Pull the data from the signal is a piece of cake. I need the visual. Seeing all data in the same time series. A lot of useful features and haven’t found something that doesn’t make any sense. The AI tool is great. Seeq listens to customers feedback and inputs. **What do you dislike about Seeq?** The formula function is powerful but hard to master. The AI tool sometimes takes me into the rabbit hole. Not sure I need to know all the information. **What problems is Seeq solving and how is that benefiting you?** Process control ### 6. 09SEP2025 Seeq Hoboken Summit **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Mid-Market (51-1000 emp.) **Reviewed Date:** September 10, 2025 **What do you like best about Seeq?** Seeq is very user friendly and easy to access. There are a lot of capabilities to explore and helpful training videos to learn the tools available. **What do you dislike about Seeq?** I wish we can connect other platforms, so it becomes more cross-functional. For example, connecting our maintenance database to highlight that there may have been downtime due to PM work. **What problems is Seeq solving and how is that benefiting you?** I've configured a workbook that monitors/tracks critical alarms for utility systems. Seeq can generate automated, high-level reports which saves a lot of time. ### 7. Great tool. **Rating:** 4.5/5.0 stars **Reviewed by:** Greg Z. | Head of Refining Analytics, Mid-Market (51-1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** Outstanding and intuitive capability for analyzing time series data. **What do you dislike about Seeq?** None. The usability of the tool does not really generate negatives **What problems is Seeq solving and how is that benefiting you?** Mechanical reliability, availability and sustainability ### 8. Insightful experience **Rating:** 5.0/5.0 stars **Reviewed by:** Juan R. | Principal Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** This is a very capable solution for delivering results across multifunctional teams. **What do you dislike about Seeq?** Learning the capabilities can be intimidating at first. **What problems is Seeq solving and how is that benefiting you?** Golden batch and preventive maintenance ### 9. Excellent software with intuitive learning curve **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Enterprise (> 1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** I like the ability to use capsules to analyze and visualize complex data sets **What do you dislike about Seeq?** Seeq can take some time to learn. The learning curve isn’t too bad with guidance, but trying to learn the tool alone is a challenge **What problems is Seeq solving and how is that benefiting you?** Seeq allows us to quickly share data to a variety of vendors and identify trends in data before an incident occurs ### 10. Powerful tool to get valuable insights fast and easy **Rating:** 4.5/5.0 stars **Reviewed by:** Victor G. | Technology & Industrial Innovation, Enterprise (> 1000 emp.) **Reviewed Date:** March 19, 2025 **What do you like best about Seeq?** In my opinion the most differential feature of Seeq is that it is clearly designed by engineers who have been dealing with process time series analysis for a long time. It is very useful and handy, specially designed for getting the most of your data and to share knowledge throughout the company. **What do you dislike about Seeq?** Our main issue with Seeq could be the Spanish translation of the tool, in our company there are still a lot of people not fluent in English and the Spanish translation is not always accurate enough. **What problems is Seeq solving and how is that benefiting you?** Is helping us spot pattern repetition in continuous manufacturing processes, leading to better efficiency and yield. ### 11. Seeq Summit Chicago **Rating:** 5.0/5.0 stars **Reviewed by:** Madison T. | Associate Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** Seeq makes it easy to do calculations and smooth data as a process engineer. **What do you dislike about Seeq?** We use OSI PI and getting the exact pi tag name can be frustrating at times. **What problems is Seeq solving and how is that benefiting you?** problem solving using data, notification when process is down ### 12. Flexible and Comprehensive, But Requires Some Learning **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Enterprise (> 1000 emp.) **Reviewed Date:** October 23, 2025 **What do you like best about Seeq?** Flexibility and comprehensive tool options. **What do you dislike about Seeq?** A bit of a learning curve which makes it difficult for adoption **What problems is Seeq solving and how is that benefiting you?** Presenting data to help Resolving operational anomalies ### 13. Great for Data Interaction, Challenging to Scale and Add Context **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Mechanical or Industrial Engineering | Enterprise (> 1000 emp.) **Reviewed Date:** October 23, 2025 **What do you like best about Seeq?** See and interact with data, quickly understand issues form seeing multiple signals at once **What do you dislike about Seeq?** Hard to scale analysis, hard to add contextual information **What problems is Seeq solving and how is that benefiting you?** Downtime ### 14. Great tool for manufacturing data analytics **Rating:** 5.0/5.0 stars **Reviewed by:** Vishal M. | Regional Process Control Senior Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** November 19, 2024 **What do you like best about Seeq?** - Seeq's data filtering capability and different ways of creating the conditions. - Visualization of data against conditions created. - The large library of inbuilt functions. - Seeq's connection to Jupyter notebook which allows advanced users to explore beyond workbench. - Ability to create asset groups and asset trees with ease. - Add - on to create user defined functions is great. **What do you dislike about Seeq?** Some features/ bugs could be improved. To be clear, love the tool, this is more of a wishlist :) - When creating a new workbench/organizer/datalab - Seeq places the workbench in myFolder with the timestamp as a name. Would be good if it would create a prompt to help user place the instance in the right folder and give it an appropriate name. Its easy to forget to name and save it. I have heard feedback from others as well that they spent time analyzing some data but forgot to change the name of workbench, so are having a tough time locating it. - Workbench with asset trees created from datalab cannot be duplicated. Cannot share a duplicate copy with other users and have to share the working copy. - Would be great if there was a way to pop-out the formula window or just make it bigger. For some of the complex formula I have had to resort to typing my calculations in notepad and then copy paste it into the tiny formula window. Become quite challenging if the calculation has 10-20 equations. - Ability to build calculations in asset trees is a nice feature, but it seems to have a few bugs. The calculations have to be always created with first element of the first branch of the tree. Otherwise it doesnt work well. - Would be great if the user defined function add-on could be more convenient when it comes to creating descriptions. It doesnt seem straight forward when it comes to including some basic formatting for the users. - It doesnt seem like there is a way to delete user defined functions. I deleted a user defined from add on, but still see it in formula. **What problems is Seeq solving and how is that benefiting you?** Analyzing manufacturing data to troubleshoot, anaylyze control loop performance. ### 15. Empowers Quick Insights **Rating:** 4.5/5.0 stars **Reviewed by:** Lauri K. | Refinery Manufacturing Technology Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 14, 2024 **What do you like best about Seeq?** I like we can save so much time to gatter and analyse the data, before I had to have enormous Excel Spreadsheets to build models, business cases for projects and reports. Seeq evan allows me to connect to "offline" data like quality results and connect it to process conditions, which helps a lot on more in deph investigations. I also like the support from office hours, because we always find something new to use and a different approach to solve the problem. **What do you dislike about Seeq?** I'd like to be able to build graphhics "Excel like" when using condition view, so I could automate reports used during meetings. Today I can build my table view with all the data I need and the condition of intereset, but no way of having charts (bar or pie) , so I need to copy and paste the table from Seeq to Excel. **What problems is Seeq solving and how is that benefiting you?** It saves a LOT of time, we can quickly get the insights we need without too many clicks. ### 16. Seeq **Rating:** 5.0/5.0 stars **Reviewed by:** Jared H. | Acidulants Renaissance Supervisor, Enterprise (> 1000 emp.) **Reviewed Date:** November 12, 2024 **What do you like best about Seeq?** Seeq makes it really easy to pull data for quick visual comparison and then delve deeper into data analysis all within the same screen and platform. The prebuilt tools allow first time users to begin doing data anaysis really quickly and help build knowledge for starting to do more complex analysis using the formula tool. The capsule identification and isolation features make it so straightforward and simple to focus on areas critical data sets. The AI feature is a great addition. My use cases with it have helped me quickly identify what formulas I need with a basic text prompt and also provide the why you use it and different examples of how to utilize the formula. It has sped up my workflow in analysis greatly where I can spend more time interpreting the data than trying to make my formula work. If support is still needed the open office hours are an amazing tool. I haven't had to utilize it recently with the AI assistant but the ease of signing up and having a knowledgeable person be able to help with figure out what I am trying to accomplish with my data. My team has adopted utilizing a seeq dashboard in our weekly production meeting to keep important data up to date and visible to the team. I'm also still finding funtionality like the ability to export to Excel or Powerpoint to be able to use that data in other applications or generate non-seeq familiar user presentations. **What do you dislike about Seeq?** The biggest issue I have with Seeq is how the webpage over writes and autosaves. If I journal an early analysis page, continue working and then go back to that first journal, I tend to have a hard time re-locating my later analysis. I think it is more of a personal problem in my workflow and how/when I store the journal pages. One other issue that I have noticed is the low bar to be productive in seeq has allowed users who may not have as much experience with data analysis pulling and looking at data. We've had a couple of instances of interpreting data incorrectly or missing critical data. This is really user error and not a fault of seeq but important to note to ensure still have verifications on analysis. **What problems is Seeq solving and how is that benefiting you?** Seeq helps to very quickly visualize and analyze data. The speed of being able to define capsules to focus on critical data has help speed up finding production issues as well as respond to process safety or environmental events. The low learning curve and support tools make it easy for the whole team to use seeq which is driving more data driven findings and decisions. I've come back to old analysis to build onto them once new information is discovered and it is simple to continue on from an old analysis rather than having to re-work a whole excel spreadsheet of data to try to shoehorn new information in. ### 17. Seeq Experience **Rating:** 5.0/5.0 stars **Reviewed by:** Arthur H. | South America Smart Manufacturing Instrumentation, Automation & Process Control Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 12, 2024 **What do you like best about Seeq?** I was thoroughly impressed by SeeQ's performance. The user-friendly interface made navigation a breeze, while its comprehensive data analysis capabilities, including real-time insights and predictive modeling, provided invaluable information. SeeQ’s customization options allowed us to tailor reports to our specific needs, and the responsive customer support team was always ready to assist. Overall, SeeQ has significantly enhanced our data-driven decision-making processes, making it an indispensable asset for our business. **What do you dislike about Seeq?** Expanding the tool’s customization capabilities would further enhance its utility, allowing for even more tailored and specific data analysis. Overall, SeeQ has significantly enhanced our data-driven decision-making processes, making it an indispensable asset for our business. **What problems is Seeq solving and how is that benefiting you?** In our industry, SeeQ has been instrumental in resolving several critical issues. It has significantly improved our ability to analyze large datasets in real-time, allowing us to identify and address production inefficiencies swiftly. The tool’s predictive modeling capabilities have enabled us to anticipate maintenance needs, reducing downtime and operational costs. Additionally, SeeQ’s comprehensive data integration has streamlined our reporting processes, providing clearer insights and facilitating better decision-making. Overall, SeeQ has enhanced our operational efficiency and productivity, making it an invaluable asset to our industry. ### 18. Insightful experience getting to know newer seeq capabilities **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Enterprise (> 1000 emp.) **Reviewed Date:** September 10, 2025 **What do you like best about Seeq?** The seeq data lab python integration provides endless possibilities to analyze and interpret data in near real-time **What do you dislike about Seeq?** More native features for statistics would be appreciated **What problems is Seeq solving and how is that benefiting you?** We use it for continuous process verification and investigating process abnormalities ### 19. Seeq decreases the cost of curiosity **Rating:** 5.0/5.0 stars **Reviewed by:** Rachel R. | Energy and Natural Resource Leader, Enterprise (> 1000 emp.) **Reviewed Date:** November 19, 2024 **What do you like best about Seeq?** Seeq is easy to learn. After a 30 minute training, I was reviewing information. Seeq has videos and help guides available to work through challenges. Seeq uses units of measure intelligently and makes the conversions when working with different units in equations. Seeq is easy to make improvements to previous steps of a workflow. For instance, if I'm on step 5 of my workflow and I realize I need to make a change to step 2. Seeq will automatically update all steps after the change is made to step 2. This alone has saved me hours. **What do you dislike about Seeq?** Not everyone is using it. It would be alot easier of more colleagues used seeq. **What problems is Seeq solving and how is that benefiting you?** Seeq helps me compare manufacturing locations and predict energy performance. It's easy to change the location to review a different location. I spend very little time in seeq because he helps me solve problems quickly. ### 20. SEEQ data analytics **Rating:** 4.0/5.0 stars **Reviewed by:** Atif J. | Sr Quality Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** Al agent and ability to analyze the date to improve production process **What do you dislike about Seeq?** Not user friendly interface to visualize LIMS quality data with time series data **What problems is Seeq solving and how is that benefiting you?** Golden batch time, customer complaint resolution. ### 21. Seeq is a robust tool. **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Chemicals | Enterprise (> 1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** It has all different ways to visualize and analyze my data **What do you dislike about Seeq?** Not for now, I need to learn more and discover more. **What problems is Seeq solving and how is that benefiting you?** Chiller data analyzing ### 22. Endless Possibilities Promotes and Inspires Innovation **Rating:** 4.5/5.0 stars **Reviewed by:** Brooke H. | Data Science Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** February 21, 2025 **What do you like best about Seeq?** The best thing about Seeq is the idea that "if you can think it, you can do it". The Seeq sandbox gives anyone the platform to create an analysis without limitation. **What do you dislike about Seeq?** The permissions structure of different analysis items sometimes gets difficult. In order to use some data lab functions in a tool built, the user must also have access to the code which leaves room for someone to either unintentionally or perhaps intentionally mess with project integrity. **What problems is Seeq solving and how is that benefiting you?** Seeq is used to increase optimization of production and maximize efficiency of tasks. ### 23. Time To Market drastically reduced! **Rating:** 4.5/5.0 stars **Reviewed by:** Fernando d. | Software & Analytics Leader, Enterprise (> 1000 emp.) **Reviewed Date:** March 24, 2025 **What do you like best about Seeq?** Seeq enables companies to build a complete monitoring and analytical layer for all your assets with the minimum support of developer profiles **What do you dislike about Seeq?** In my opinion, the Formula tool requires high expertise to get value from it. The sintax of the language is not intuitive for the majority of users **What problems is Seeq solving and how is that benefiting you?** Seeq is adding value quite a lot performing Exploratory Data Analyses that help focusing root-cause analyses, and also scaling up asset monitoring ### 24. Chicago Summit **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Paper & Forest Products | Enterprise (> 1000 emp.) **Reviewed Date:** September 24, 2025 **What do you like best about Seeq?** The AI agents and the future possibility of using Copilot to tap into those agents **What do you dislike about Seeq?** It does some things that we already do in other systems, so not sure we have the right use cases to make the investment for this software. **What problems is Seeq solving and how is that benefiting you?** I’m not using Seeq yet ### 25. Data Analytics for the Non-Data Scientist **Rating:** 4.5/5.0 stars **Reviewed by:** Lance S. | Adv Systems Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** November 11, 2024 **What do you like best about Seeq?** SEEQ's bread and butter are the conditions / capsules. The ability to identify and isolate information based on given criteria is intuitive within SEEQ. The ease of use of this ability combined with the ability smooth data signals allows generation of conditions with meaningful information. **What do you dislike about Seeq?** I would like to see a deeper dive in the many of the help topics for the formulas and definitions. The most recent example is certainty and uncertainty within SEEQ. I understand the surface level, but data tags such as uncertainty are calculated in the background within SEEQ, and the help information does not guide users to causes / alleviations. **What problems is Seeq solving and how is that benefiting you?** SEEQ is offering an intelligence and visualization that PI Asset Framework currently cannot. SEEQ addresses the gap of data analytics and data transformation. ### 26. Seeq value through food industry **Rating:** 5.0/5.0 stars **Reviewed by:** Kríssia V. | South America Operational Intelligence & MOM Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** November 25, 2024 **What do you like best about Seeq?** Seeq helps impulsionate advanced analytics to process engineers and improve analysis quality and velocity. Investigations to process parameters that before Seeq could take days, now is done within minutes/hours. I also appreciate the Office Hours to help with quick questions about the tool and analysis. **What do you dislike about Seeq?** The connection to flat files, it has to be manually done and everytime we have nem values in an excel, for example, we would have to upload it again in Seeq format, it would be good to have a more simple/easier way to do this. **What problems is Seeq solving and how is that benefiting you?** Production problems within manufacturing processes, identification of mechanical failures, baseline for business case calculation, modelling for energy consumption - all those help improce acelearated continuous improvement in my field and company. **Official Response from Lisette Aguilar:** > It's great to hear how Seeq is benefiting your company by solving production problems within manufacturing processes, identifying mechanical failures, and improving continuous improvement in your field. We appreciate your support and are committed to providing valuable solutions for your industry. ### 27. Analyse unknown situation ecfectively. **Rating:** 4.5/5.0 stars **Reviewed by:** Viji J. | Senior Asset Improvement Engineer (E&I), Mid-Market (51-1000 emp.) **Reviewed Date:** April 03, 2025 **What do you like best about Seeq?** SEEQ access Process Tags so we can see the situation real time. **What do you dislike about Seeq?** Limited flexibility to exchange Tags and dupilate same calculation for second Asset with same equation. **What problems is Seeq solving and how is that benefiting you?** Transformer voltage regulation issues. SEEQ help to show what happened in each cases of transformer tripping, during discussion with Engineers and consultant. It helped to identify causes. ### 28. Very useful tool **Rating:** 4.0/5.0 stars **Reviewed by:** Anthony H. | Principal Process Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** April 03, 2025 **What do you like best about Seeq?** Makes complex data analysis easy to interpret and present. Once you get over the initial learning barrier it's very easy. The AI assist is very helpful **What do you dislike about Seeq?** Some tasks can get repetitive when analysing mass data **What problems is Seeq solving and how is that benefiting you?** Troubleshooting changes in our process plant as well as monitoring for unit operation health, and processel debottlenecking ### 29. Engagement with Life Sciences **Rating:** 4.5/5.0 stars **Reviewed by:** Pedro Q. | Manufacturing Data Engineer & PI System Technical Lead, Enterprise (> 1000 emp.) **Reviewed Date:** June 12, 2025 **What do you like best about Seeq?** Really good tool. I believe it has a lot of potential to empower the end user **What do you dislike about Seeq?** I feel the architecture could be a bit more flexible to attend each companies requirements **What problems is Seeq solving and how is that benefiting you?** We’re actually evaluating the system at the moment. I used to work with it before on Pulo & Paper, specially with Paper Machines ### 30. Great journey **Rating:** 4.5/5.0 stars **Reviewed by:** Javier C. | Global data and insights analyst, Enterprise (> 1000 emp.) **Reviewed Date:** March 18, 2025 **What do you like best about Seeq?** That with only tool you can cover all you need for data analytics, data monitoring and even data science **What do you dislike about Seeq?** I believe the visualization tool should be improved more multiple users use **What problems is Seeq solving and how is that benefiting you?** I am able to generate complex analytics that helps me monitor the processes, generating automatic notifications when process is not behaving as expected ### 31. Great tool for quick trends or deep data dives! **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Food & Beverages | Enterprise (> 1000 emp.) **Reviewed Date:** November 19, 2024 **What do you like best about Seeq?** This tool lets you manipulate data quickly. The formula tool is great to eliminate manual calculation in a spread sheet. The data is usualy fast to load. Modeling is super easy. The dashboard functionality is great for a repeated look at the same things daily. **What do you dislike about Seeq?** Down side is that it doesnt share a tag to PI AF. Seek is good to get a formula or equation, but then additional effort is needed to create the tag in PI. The order of operations is important, its not intuitive at times on simple things like adding. when there is a gap in data or invalid date on one part of signal it takes all other signals that reference bad too. The dashboard could be easier to format around colors, sizes, **What problems is Seeq solving and how is that benefiting you?** I used seeq to create usage models. The baseline for each one can be changed easily to adapt to changes in process. the time it took to make these models in seeq was franctions of the other methods used. The performance of our site vs these models can be quickly tabulated and shown in a dashboard. the dashboard then can be sent to people on site and reviewed. all done within seeq. ### 32. Very powerfull with time series data **Rating:** 4.0/5.0 stars **Reviewed by:** Eelco M. | Regional operational intelligence engineer EMEA. , Enterprise (> 1000 emp.) **Reviewed Date:** November 13, 2024 **What do you like best about Seeq?** there are multiple things. I really like the phased approach of building an analysis so you can step by step review the steps taken to come to a certain outcome. I think also the fact that the Journal and Orgniser are in the same package really helps users to remotely access and support eachother bringing their usecases to a success. **What do you dislike about Seeq?** In our organisation we also work alot with Pi AF. Leveraging Pi event frames is difficult and querying them based on for example template or asset seems not to be easy. This makes that a significant part of our datasources are not being analysed in Seeq. Another thing I hear in the group is that people in EMEA are always interested in following the webinars provided, but they are almost only given in daytime in the US, because of which many can't attend. **What problems is Seeq solving and how is that benefiting you?** Day to day lean data analytics. Due to the ease of use the people in our continous improvement departments, R&D and maintenance&reliability departments are increasingly using this to facillitate process improvements and doing on the spot rootcause analysis. The feedback given by our users is also that the displaying option provides some unique features of displaying events which are of interest for i.e. daily execution meetings. ### 33. Software Engineer - Seeq Administrator **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Enterprise (> 1000 emp.) **Reviewed Date:** February 21, 2025 **What do you like best about Seeq?** Ease of use when when doing anything with time-based data and constant new features due to CI/CD. I also work with seeq support a lot, and they are very helpful. **What do you dislike about Seeq?** Some things about the UI can be cleaned up. Sometimes random visual errors appear that can be fixed by reloading. Also, as an admin, it is hard to see when an index fails sometimes and logs aren't always the most clear. **What problems is Seeq solving and how is that benefiting you?** I can't really answer that question because I only work on the admin side, but I can see how many people relay on seeq in their workday. ### 34. Seeq is especially good to signal and build the dashboard quickly for the series of data. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Pharmaceuticals | Enterprise (> 1000 emp.) **Reviewed Date:** September 10, 2025 **What do you like best about Seeq?** Easy to use utilizing formula for calculation. **What do you dislike about Seeq?** Visualization for public dashboard still need to be improved. Many limitations for publishable dashboard visualization other than using naive Seeq features. **What problems is Seeq solving and how is that benefiting you?** Manufacturing overall equipment efficiency ### 35. 100% recommend it **Rating:** 5.0/5.0 stars **Reviewed by:** Luiza M. | Process Engineer, Enterprise (> 1000 emp.) **Reviewed Date:** March 18, 2025 **What do you like best about Seeq?** Effective analytics and time saving. I am a daily user of SEEQ at work. **What do you dislike about Seeq?** Some instabilities and bugs. Once in a while SEEQ is unavailable. **What problems is Seeq solving and how is that benefiting you?** Process monitoring to predict premature failures, equipment maintenance and process interventions. To increase system reliability and availability. ### 36. Great tool for quick, powerful process insights **Rating:** 4.0/5.0 stars **Reviewed by:** Lahiru P. | Manufacturing Data Analytics Engineer - APAC, Enterprise (> 1000 emp.) **Reviewed Date:** April 08, 2025 **What do you like best about Seeq?** Seeq makes it really easy to explore and analyse process data without needing to write complex code. I like how visual for time-series data. It’s great for quickly identifying trends, anomalies, and correlations in production data. **What do you dislike about Seeq?** Sometimes the learning curve can be a bit steep, especially for newer users unfamiliar with signal processing concepts. **What problems is Seeq solving and how is that benefiting you?** Seeq helps us find process inefficiencies faster, saving time and improving reliability. ### 37. Incredibly intuitive and helpful **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Medical Devices | Mid-Market (51-1000 emp.) **Reviewed Date:** September 23, 2025 **What do you like best about Seeq?** The quick data visualization and vast amount of tools available **What do you dislike about Seeq?** Nothing has jumped out as dislikeable yet. **What problems is Seeq solving and how is that benefiting you?** Process monitoring ### 38. Tools Focused on the End User **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Paper & Forest Products | Mid-Market (51-1000 emp.) **Reviewed Date:** February 20, 2025 **What do you like best about Seeq?** Seeq does a great job at capturing non standard time frames and allows you to perform advanced calculations across these periods. The DataLab portion allows for complete customizable interfaces for the end user, allowing analytics to be approachable by non-technical users. **What do you dislike about Seeq?** Sometimes Seeq can get "overwhelmed" by a large influx of data. Some formulas need to be optimized, large data pulls need to be staggered. During timeperiods of high server load, it sometimes doesn't do a great job at prioritizing smaller tasks before trying to handle larger, more complicated ones. **What problems is Seeq solving and how is that benefiting you?** Seeq allows us to look at non-standard time periods and identify anomalies during these time frames. Combining this with python, we can identify golden runs that the production team can set the machine to. ### 39. IT IS A PROGRAM WITH VERY HIGH POTENTIAL FOR THE INDUSTRY **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Industrial Automation | Mid-Market (51-1000 emp.) **Reviewed Date:** April 01, 2025 **What do you like best about Seeq?** THE EASE AND SPEED OF GRAPHING DATA AND EXTRACTING VERY USEFUL ANALYSIS INFORMATION **What do you dislike about Seeq?** WITH SO MANY POSSIBILITIES THERE IS NO FUNCTION MANUAL AND SOMETIMES IT IS DIFFICULT TO GET EXACTLY WHAT YOU WANT TO GET **What problems is Seeq solving and how is that benefiting you?** I HAVE USED SEEQ TO GRAPH CONSUMPTION AND PERFORMANCE IN AIR COMPRESSION SYSTEMS TO PROJECT A HEAT RECOVERY SYSTEM, OBTAINING INVESTMENT PAYBACK PERIODS OF LESS THAN ONE YEAR. ### 40. Seeq capabilities **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Manufacturing | Enterprise (> 1000 emp.) **Reviewed Date:** September 09, 2025 **What do you like best about Seeq?** A lot of different capabilities integrated in seeq. **What do you dislike about Seeq?** Having multiple AI agents which sometimes confuses general user. **What problems is Seeq solving and how is that benefiting you?** Continously monitoring process ### 41. Usar-Friendly Tool that Kickstarts Discussion **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Manufacturing | Enterprise (> 1000 emp.) **Reviewed Date:** February 20, 2025 **What do you like best about Seeq?** Seeq has a very user-friendly interface that helps someone from any profession get into data analysis. It saves time by automating calculations and analyses versus old-school Excel and DCS data trending. The Organizer feature helps my management get quick overviews of site performance and aids discussions about issues. **What do you dislike about Seeq?** The cost can be high if you have a smaller site or only a few use cases to generate value. **What problems is Seeq solving and how is that benefiting you?** Identifying process issues and helping with environmental compliance tracking. ### 42. Seeq improves process knowledge and analytical task efficiency **Rating:** 4.5/5.0 stars **Reviewed by:** Holly F. | Refining Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** January 28, 2025 **What do you like best about Seeq?** Easy analytical and visual tools for time-series data through workbench functions. **What do you dislike about Seeq?** PDF creation process, through Organizer topic, is not easily customizable and clunky to use. **What problems is Seeq solving and how is that benefiting you?** Consolidating, analyzing, and visaulizing large amounts of time-series data efficiently, saving time in data collection and analysis. Enjoying newer AI features and AI-geared predictive monitoring. ### 43. It helps me a lot in my work as a process engineer **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Enterprise (> 1000 emp.) **Reviewed Date:** April 03, 2025 **What do you like best about Seeq?** Data analysis and the way you can scale and slide the display range Python integration Easy machine learning **What do you dislike about Seeq?** License structure, I wish I could have a license pool OR be able to switch license names quicker (currently only monthly). **What problems is Seeq solving and how is that benefiting you?** Giving advanced analytics tools to engineers that have the use cases for them ### 44. Expanding data analysis capabilities with Seeq **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Small-Business (50 or fewer emp.) **Reviewed Date:** March 22, 2025 **What do you like best about Seeq?** The possibility to grow in analytical skills for engineers. **What do you dislike about Seeq?** They have low presence in Spain, even partners. **What problems is Seeq solving and how is that benefiting you?** Seeq helps to handle time series data in a industry oriented way. This helps to learn from data, detect patterns and get actionable insights. The possibility to operationalize machine learning also provides an excellent platform for different roles to collaborate. ### 45. Speed in the availability of data **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Manufacturing | Enterprise (> 1000 emp.) **Reviewed Date:** March 19, 2025 **What do you like best about Seeq?** We have the data readily available, and its analysis is convenient and easy. **What do you dislike about Seeq?** Lack of fluency some days. The analyses, even if they are very simple, sometimes take a long time to load or the application is unusable. **What problems is Seeq solving and how is that benefiting you?** We perform reliability reports of the factory equipment daily with Seeq to ensure everything is working correctly. ### 46. Powerful self-service analytics tool **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Food & Beverages | Enterprise (> 1000 emp.) **Reviewed Date:** October 09, 2024 **What do you like best about Seeq?** Can be used by a range of roles and skillsets Range of features available The ease of use and features that are usable by anyone Support features **What do you dislike about Seeq?** Training is comprehensive but training website is hard to navigate **What problems is Seeq solving and how is that benefiting you?** Root-cause anaylsis Process torublehsooting Process monitoring & reporting Process optimisation ### 47. Efficient and powerful tool for process data analysis **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Paper & Forest Products | Mid-Market (51-1000 emp.) **Reviewed Date:** November 14, 2024 **What do you like best about Seeq?** Seeq enables process engineers to quickly visualize and analyze process data. I use it every day, and it has become my go-to application for viewing and analyzing trends. It is far easier to use than Excel / PI DataLink, and contains far more tools to slice and dice process data than PI Vision or ProcessBook. It's ability to quickly filter by process uptime, grade, and run-rate is incredibly powerful. **What do you dislike about Seeq?** Not much! I sometimes wish the display was a bit more flexible, so that I could arrange trends in a grid format like ParcView or PI Vision. But this is only a minor complaint. **What problems is Seeq solving and how is that benefiting you?** Seeq is helping me efficiently troubleshoot process-related issues. **Official Response from Lisette Aguilar:** > We're thrilled to hear that Seeq has become your go-to application for process data analysis! Our goal is to provide a powerful and user-friendly tool for engineers like you. ### 48. Powerful Tool **Rating:** 5.0/5.0 stars **Reviewed by:** Ryan P. | Biochemical Technology Advisor, Enterprise (> 1000 emp.) **Reviewed Date:** November 13, 2024 **What do you like best about Seeq?** Seeq is fantastic at providing me a way to interact directly with live process data in ways that are intuitive and useful in drawing larger conclusions. **What do you dislike about Seeq?** Seeq doesn't always provide the full flexibility for the visualizations I'm interested in creating - however, their Python-based DataLab platform does provide considerably more flexibility if I'm ever interested in pursuing those more complicated visualizations. **What problems is Seeq solving and how is that benefiting you?** Monitoring real-time manufacturing data to look for stabilization and optimization opportunities in production. ### 49. Seeq Summit Madrid 2025 **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Enterprise (> 1000 emp.) **Reviewed Date:** March 18, 2025 **What do you like best about Seeq?** The ability to perform complex operations in a few clicks (native tools, formulas, conditions etc.) **What do you dislike about Seeq?** The lack of seamless integration between Workbench and DataLab for pushing complex python calculations in real time **What problems is Seeq solving and how is that benefiting you?** Complex use cases for energy efficiency, sustainability, comissioning and fault detection for all sort of Oil&Gas equipment ### 50. The power of a statistics program, ease of trending, and scale from AI **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Chemicals | Mid-Market (51-1000 emp.) **Reviewed Date:** February 20, 2025 **What do you like best about Seeq?** It allows you to take a deep dive into data with workbooks that in seeq take minutes but in other software would take hours. **What do you dislike about Seeq?** A lack of links to process diagrams to provide context to the instrumentation. There would be significant value in liking the tags to a P&ID via ai so that you can click on any tag and have the p&id that it is on pull up. Alternatively if you could upload existing pi graphics or similar into seeq **What problems is Seeq solving and how is that benefiting you?** Troubleshooting made easy with capsules, detailed analysis via add on embedded programs and plots, notifications and value tracking. ## Seeq Discussions - [What is seeq cortex?](https://www.g2.com/discussions/what-is-seeq-cortex) - 1 comment - [View Seeq pricing details and edition comparison](https://www.g2.com/products/seeq/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-22+07%3A22%3A09+-0500&secure%5Bsession_id%5D=a47061a0-46ff-46ec-bde3-a7646e8a0ef1&secure%5Btoken%5D=c5a35c083413063174d9899edd81d332c3477b5c38e7033c049c4c19b41b19e1&format=llm_user) ## Seeq Integrations - [Amazon Timestream](https://www.g2.com/products/amazon-timestream/reviews) - [Azure](https://www.g2.com/products/hopem-azure/reviews) - [Canary](https://www.g2.com/products/canary/reviews) - [PAS-X](https://www.g2.com/products/pas-x/reviews) - [Power BI Solutions](https://www.g2.com/products/power-bi-solutions/reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) - [The PI System](https://www.g2.com/products/the-pi-system/reviews) ## Seeq Features **Data Management** - Aggregation - Data Models - Propagation - Data Collection - Cleansing **Data Sources** - Pre-Built Connectors - API - Performance and Stability **Statistical Tool** - Scripting - Data Mining - Algorithms **Analytics** - KPIs - Real Time - Dashboards **Analytics** - Queries - Dashboards - Visualizations - Insights **Data Analysis** - Analysis - Data Interaction **Metrics** - Device Performance - Operational Performance - Environmental Conditions - Resource Usage **Agentic AI - Manufacturing Intelligence** - Proactive Assistance **Decision Making** - Modeling - Data Visualizations - Report Generation - Data Unification **Generative AI** - AI Text Generation - AI Text Summarization ## Top Seeq Alternatives - [TrendMiner](https://www.g2.com/products/trendminer/reviews) - 4.6/5.0 (178 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) - 4.4/5.0 (3,544 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) - 4.6/5.0 (490 reviews)