# Best Time Series Intelligence Software *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* Time series intelligence software, also known as time series analytics software, offers a way to analyze and extract significant business insights and trends from time series data. Time series intelligence tools allow users to identify patterns within massive, continuous time series data sets to perform reporting, forecasting, and predictive analysis. These solutions provide data visualization capabilities that help users understand the complex data. By utilizing embedded machine learning, time series intelligence tools pull out previously hidden insights—such as microtrends and anomalies—without requiring a human to dig through the data manually, saving a business time and resources. Time series intelligence software is most often leveraged by data scientists, data analysts, or other members of IT departments, but can be used by the average business user as well. These solutions differ from [business intelligence platforms](https://www.g2.com/categories/business-intelligence-platforms) and [big data analytics software](https://www.g2.com/categories/big-data-analytics) in the sense that they pull data from a [time series databases](https://www.g2.com/categories/time-series-databases) to perform the specific function of time series analysis. Time series intelligence tools may overlap with certain [IoT analytics software](https://www.g2.com/categories/iot-analytics) , due to those tools consuming time series data from IoT sensors. To qualify for inclusion in the Time Series Intelligence category, a product must: - Ingest and consume time series data from time series databases - Continuously monitor, and provide visualizations of, time series data - Pull out trends, patterns, and insights from time series data via machine learning - Allow users to explore, forecast, and predict future business outcomes based on the data ## Top Time Series Intelligence Software at a Glance | # | Product | Rating | Best For | What Users Say | |---|---------|--------|----------|----------------| | 1 | [Seeq](https://www.g2.com/products/seeq/reviews) | 4.6/5.0 (145 reviews) | Process engineer time-series analytics and root-cause investigation | "[Seeq Accelerates Digital Transformation and Transforms Business Processes](https://www.g2.com/survey_responses/seeq-review-12061217)" | | 2 | [Nixtla](https://www.g2.com/products/nixtla/reviews) | 4.7/5.0 (50 reviews) | Zero-shot multi-series forecasting at scale | "[Impressive Forecasting for Environmental Data, but Geospatial Support Needs Improvement](https://www.g2.com/survey_responses/nixtla-review-11907658)" | | 3 | [Amazon Forecast](https://www.g2.com/products/amazon-forecast/reviews) | 4.3/5.0 (102 reviews) | No-code ML demand forecasting with AWS | "[Accurate ML Forecasting Without the Expertise—Seamless AWS Integration](https://www.g2.com/survey_responses/amazon-forecast-review-12255988)" | | 4 | [TrendMiner](https://www.g2.com/products/trendminer/reviews) | 4.6/5.0 (178 reviews) | No-code process historian analytics and RCA | "[Powerful tool for getting a good overview to detailed granular analitics](https://www.g2.com/survey_responses/trendminer-review-11789103)" | | 5 | [Minitab Statistical Software](https://www.g2.com/products/minitab-statistical-software/reviews) | 4.6/5.0 (220 reviews) | Guided time series forecasting for process improvement | "[Audit-Ready Trend Analysis and Clear Statistical Outputs for APQR](https://www.g2.com/survey_responses/minitab-statistical-software-review-12736010)" | | 6 | [Google Cloud Interference API](https://www.g2.com/products/google-cloud-interference-api/reviews) | 4.4/5.0 (77 reviews) | Real-time anomaly detection on GCP time series | "[Easy to use if you already use Google Cloud](https://www.g2.com/survey_responses/google-cloud-interference-api-review-8357822)" | | 7 | [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) | 4.3/5.0 (521 reviews) | Real-time SAP-native time series analytics | "[Blazing-Fast In-Memory Performance with Seamless SAP Integration](https://www.g2.com/survey_responses/sap-hana-cloud-review-12419032)" | | 8 | [Azure Time Series Insights](https://www.g2.com/products/azure-time-series-insights/reviews) | 4.1/5.0 (45 reviews) | IoT time-series analytics with Azure-native visualization | "[Azure Time Series Insights Best excellent service for your organization](https://www.g2.com/survey_responses/azure-time-series-insights-review-4352526)" | | 9 | [dataPARC](https://www.g2.com/products/dataparc/reviews) | 4.9/5.0 (39 reviews) | Multi-source process historian with real-time trending | "[Ease of Use and Quick Response, But the Manual Could Improve](https://www.g2.com/survey_responses/dataparc-review-11960468)" | | 10 | [Umbrella](https://www.g2.com/products/umbrella-formerly-anodot-umbrella/reviews) | 4.5/5.0 (36 reviews) | Autonomous anomaly detection across multi-metric pipelines | "[Fast Problem Detection, But Alert Overload Needs Tweaking](https://www.g2.com/survey_responses/umbrella-review-11897718)" | ## G2 Grid® for Time Series Intelligence Software ![G2 Grid® for Time Series Intelligence Software plotting products by satisfaction and market presence](https://www.g2.com/categories/time-series-intelligence/grids.png?focus%5B%5D=98576&focus%5B%5D=1449377&focus%5B%5D=87427&focus%5B%5D=98935&focus%5B%5D=95635&focus%5B%5D=1251&focus%5B%5D=113980&focus%5B%5D=52229) Highlighted products: Seeq, Nixtla, Amazon Forecast, TrendMiner, Minitab Statistical Software, SAP HANA Cloud, Google Cloud Interference API, and Azure Time Series Insights. Underlying data: [Grid® JSON](https://www.g2.com/categories/time-series-intelligence/grids.json?focus%5B%5D=seeq&focus%5B%5D=nixtla&focus%5B%5D=amazon-forecast&focus%5B%5D=trendminer&focus%5B%5D=minitab-statistical-software&focus%5B%5D=sap-hana-cloud-2025-10-01&focus%5B%5D=google-cloud-interference-api&focus%5B%5D=azure-time-series-insights) ## How Many Time Series Intelligence Software Products Does G2 Track? **Total Products under this Category:** 44 ### Category Stats (Jul 2026) - **Average Rating**: 4.48/5 The average rating of products in this category, based on all submitted ratings *Last updated: July 02, 2026* ## How Does G2 Rank Time Series Intelligence Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,200+ Authentic Reviews - 44+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which Time Series Intelligence Software Is Best for Your Use Case? - **Leader:** [Seeq](https://www.g2.com/products/seeq/reviews) - **Highest Performer:** [dataPARC](https://www.g2.com/products/dataparc/reviews) - **Easiest to Use:** [Nixtla](https://www.g2.com/products/nixtla/reviews) - **Top Trending:** [Seeq](https://www.g2.com/products/seeq/reviews) - **Best Free Software:** [Minitab Statistical Software](https://www.g2.com/products/minitab-statistical-software/reviews) --- **Sponsored** ### Alteryx Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1982&secure%5Bchosen_at%5D=2026-07-18T01%3A21%3A01Z&secure%5Bdisplayable_resource_id%5D=499&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=499&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=989&secure%5Bresource_id%5D=1982&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Ftime-series-intelligence%3Fopen_modal_url%3D%252Fproducts%252Fdataparc%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Ftime-series-intelligence%2526source%253Dcategory&secure%5Btoken%5D=b4e60e10a5f91c6d39f18690dbb669155c455c3893ce92beb8021623cb03708b&secure%5Burl%5D=https%3A%2F%2Fwww.alteryx.com%2Ftrial%3Futm_source%3Dg2%26utm_medium%3Dreviewsite%26utm_campaign%3DFY25_Global_AllRegions_AlwaysOn_AllPersonas_IndustryAgnostic%26utm_content%3Dg2_freetrial&secure%5Burl_type%5D=free_trial) --- ## What Are the Top-Rated Time Series Intelligence Software Products in 2026? ### 1. [Seeq](https://www.g2.com/products/seeq/reviews) 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). **Average Rating:** 4.6/5.0 **Total Reviews:** 145 **How Do G2 Users Rate Seeq?** - **Ease of Setup:** 8.1/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.5/10 (Category avg: 8.5/10) - **Quality of Support:** 9.2/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.8/10) **Who Is the Company Behind Seeq?** - **Seller:** [Seeq Corporation](https://www.g2.com/sellers/seeq-corporation) - **Company Website:** https://www.seeq.com - **Year Founded:** 2013 - **HQ Location:** Seattle, Washington - **Twitter:** @SeeqCorporation (959 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3126445/ (307 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Process Engineer - **Top Industries:** Oil & Energy, Chemicals - **Company Size:** 58% Enterprise, 32% Mid-Market #### What Are Seeq's Pros and Cons? **Pros:** - Data Analysis (29 reviews) - Ease of Use (24 reviews) - Features (19 reviews) - Analysis Capabilities (14 reviews) - Automation (10 reviews) **Cons:** - Difficult Learning (16 reviews) - Complex Usability (15 reviews) - Learning Curve (10 reviews) - Learning Difficulty (7 reviews) - UX Improvement (5 reviews) ### What Do G2 Reviewers Say About Seeq? *AI-generated summary from verified user reviews* **Pros:** - Users value the **powerful data analysis and visualization features** of Seeq, enhancing insights and collaboration across teams. - Users appreciate the **ease of use** of Seeq, which simplifies data analysis and enhances overall efficiency. - Users value the **transformative capabilities** of Seeq, enhancing data insights and accelerating decision-making for improved outcomes. - Users value the **intuitive analysis capabilities** of Seeq, simplifying time series data exploration and trend identification. - Users value Seeq's **automation capabilities** , which streamline data analysis and enhance decision-making efficiency. **Cons:** - Users find the **difficult learning curve** of Seeq challenging, especially when navigating without adequate guidance or experience. - Users find the **complex usability** of Seeq frustrating, particularly with visualizing data and navigating multiple AI agents. - Users find the **learning curve challenging** , especially without guidance or prior engineering knowledge, complicating usage of Seeq. - Users find the **learning difficulty** of Seeq challenging, especially when navigating its powerful features without guidance. - Users find the **interface lacking in user-friendliness** , particularly for visualizing data and creating dashboards. #### What Are Recent G2 Reviews of Seeq? **"[My seeq review](https://www.g2.com/survey_responses/seeq-review-11719959)"** **Rating:** 5.0/5.0 stars *— Verified User in Pharmaceuticals* [Read full review](https://www.g2.com/survey_responses/seeq-review-11719959) --- **"[Seeq Accelerates Digital Transformation and Transforms Business Processes](https://www.g2.com/survey_responses/seeq-review-12061217)"** **Rating:** 4.5/5.0 stars *— Simon T.* [Read full review](https://www.g2.com/survey_responses/seeq-review-12061217) --- #### What Are G2 Users Discussing About Seeq? - [How much does seeq cost?](https://www.g2.com/discussions/how-much-does-seeq-cost) - 1 upvote - [What is seeq cortex?](https://www.g2.com/discussions/what-is-seeq-cortex) - 1 comment - [What does seeq stand for?](https://www.g2.com/discussions/what-does-seeq-stand-for) - [What is seeq used for?](https://www.g2.com/discussions/what-is-seeq-used-for) ### 2. [Nixtla](https://www.g2.com/products/nixtla/reviews) TimeGPT is a cutting-edge foundation model specifically designed for time series forecasting and anomaly detection. This innovative solution empowers users to harness the full potential of their time series data, enabling more informed decision-making across various domains. With its advanced capabilities, TimeGPT stands out as a pivotal tool for organizations looking to optimize their data-driven strategies. Targeted at data scientists, analysts, and business decision-makers, TimeGPT caters to a wide range of industries, including finance, energy, and meteorology. Its ability to process and analyze vast amounts of time series data makes it an invaluable resource for those seeking to improve operational efficiency, enhance predictive accuracy, and identify unusual patterns that may indicate underlying issues. Whether it’s forecasting stock prices, predicting energy consumption, or analyzing weather trends, TimeGPT provides the necessary tools to tackle complex time series challenges. One of the key features of TimeGPT is its zero-shot inference capability, which allows users to generate forecasts and detect anomalies without the need for prior training data. This feature significantly reduces the time and resources typically required for model training, enabling users to quickly gain insights from their data. Additionally, TimeGPT has been extensively trained on over 100 billion time series data points, ensuring that it can deliver reliable and accurate predictions across various contexts. TimeGPT also offers fine-tuning options, allowing users to adapt the model to their specific datasets. This flexibility ensures that organizations can tailor the model to their unique time series characteristics, enhancing its predictive performance. Furthermore, the model supports the integration of exogenous variables, which can improve forecast accuracy by accounting for external factors that may influence the data. With robust API access, TimeGPT can be seamlessly integrated into existing applications, making it easy for organizations to leverage its capabilities. It is also compatible with Azure Studio and can be deployed on private infrastructure, providing users with the flexibility to choose the deployment method that best suits their needs. The ability to forecast multiple time series simultaneously further optimizes workflows, allowing organizations to manage resources effectively while enhancing their analytical capabilities. In addition to its forecasting prowess, TimeGPT excels in anomaly detection, automatically identifying unusual patterns in time series data. This feature is particularly beneficial for organizations that need to monitor systems in real-time and respond swiftly to potential issues. By incorporating exogenous features, users can further enhance the model's performance, ensuring that they are equipped to handle the complexities of their time series data. **Average Rating:** 4.7/5.0 **Total Reviews:** 50 **How Do G2 Users Rate Nixtla?** - **Ease of Setup:** 9.2/10 (Category avg: 8.5/10) - **Ease of Admin:** 9.5/10 (Category avg: 8.5/10) - **Quality of Support:** 9.3/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.8/10) **Who Is the Company Behind Nixtla?** - **Seller:** [Nixtla](https://www.g2.com/sellers/nixtla) - **Company Website:** https://www.nixtla.io/ - **Year Founded:** 2021 - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/nixtlainc (33 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Scientist - **Top Industries:** Computer Software, Retail - **Company Size:** 44% Enterprise, 38% Small-Business #### What Are Nixtla's Pros and Cons? **Pros:** - Ease of Use (30 reviews) - Easy Integrations (16 reviews) - Customer Support (15 reviews) - Machine Learning (13 reviews) - Implementation Ease (12 reviews) **Cons:** - Missing Features (7 reviews) - Expensive (6 reviews) - Lack of Guidance (5 reviews) - Limited Features (5 reviews) - Learning Curve (3 reviews) ### What Do G2 Reviewers Say About Nixtla? *AI-generated summary from verified user reviews* **Pros:** - Users find Nixtla's tools remarkably **easy to use** , simplifying their forecasting workflows with minimal coding effort. - Users commend **easy integrations** of Nixtla's tools, streamlining workflows and boosting productivity in various environments. - Users appreciate the **responsive customer support** from Nixtla, ensuring they receive timely assistance and guidance. - Users appreciate the **impressive selection of models** in Nixtla, enabling easy and effective hands-on forecasting education. - Users value the **remarkable ease of implementation** of Nixtla, enabling fast prototyping and seamless integration with existing systems. **Cons:** - Users note a **lack of essential features** in Nixtla, particularly for beginners and enterprise users. - Users find Nixtla **quite expensive** , making it less accessible for smaller companies or non-critical forecasting needs. - Users find a significant **lack of guidance** in Nixtla, particularly for advanced and complex use cases. - Users find the product's **limited features** restrict its utility, particularly for comprehensive data science tasks. - Users find the **learning curve steep** due to limited documentation for advanced use cases and configuration difficulties. #### What Are Recent G2 Reviews of Nixtla? **"[Effortless Precision in Market Forecasting](https://www.g2.com/survey_responses/nixtla-review-11452193)"** **Rating:** 5.0/5.0 stars *— Brett R.* [Read full review](https://www.g2.com/survey_responses/nixtla-review-11452193) --- **"[Impressive Forecasting for Environmental Data, but Geospatial Support Needs Improvement](https://www.g2.com/survey_responses/nixtla-review-11907658)"** **Rating:** 4.0/5.0 stars *— Gloria C.* [Read full review](https://www.g2.com/survey_responses/nixtla-review-11907658) --- ### 3. [Amazon Forecast](https://www.g2.com/products/amazon-forecast/reviews) Amazon Forecast is a fully managed service that uses machine learning to deliver highly accurate forecasts. **Average Rating:** 4.3/5.0 **Total Reviews:** 102 **How Do G2 Users Rate Amazon Forecast?** - **Ease of Setup:** 8.3/10 (Category avg: 8.5/10) - **Ease of Admin:** 7.9/10 (Category avg: 8.5/10) - **Quality of Support:** 8.7/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.8/10) **Who Is the Company Behind Amazon Forecast?** - **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) - **Year Founded:** 2006 - **HQ Location:** Seattle, WA - **Twitter:** @awscloud (2,232,483 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (147,094 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Who Uses This Product?** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 49% Small-Business, 37% Mid-Market #### What Are Amazon Forecast's Pros and Cons? **Pros:** - Ease of Use (14 reviews) - Forecasting Accuracy (13 reviews) - Accuracy (11 reviews) - Machine Learning (10 reviews) - Quality (7 reviews) **Cons:** - Expensive (11 reviews) - Complexity (9 reviews) - Learning Curve (6 reviews) - Cost Issues (5 reviews) - Large Dataset Handling (5 reviews) ### What Do G2 Reviewers Say About Amazon Forecast? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Amazon Forecast, enabling quick and accurate predictions without extensive expertise. - Users appreciate the **forecasting accuracy** of Amazon Forecast, enabling effective planning and decision-making with ease. - Users appreciate the **accuracy of time-series predictions** in Amazon Forecast, simplifying demand planning and decision-making. - Users appreciate the **easy integration and accurate predictions** of Amazon Forecast, simplifying demand planning with minimal ML expertise. - Users value the **high accuracy** of Amazon Forecast, which utilizes advanced ML technology for reliable results. **Cons:** - Users find Amazon Forecast **expensive** for large datasets and frequent predictions, raising concerns about affordability. - Users find the **complex setup process** of Amazon Forecast challenging, especially for those new to AWS. - Users experience a challenging **learning curve** due to complex configurations and understanding data schemas before optimal use. - Users highlight **cost issues** with Amazon Forecast, emphasizing complex pricing and potential for budget surprises with large datasets. - Users find that managing **large datasets can lead to escalating costs** and a steep learning curve with Amazon Forecast. #### What Are Recent G2 Reviews of Amazon Forecast? **"[Accurate ML Forecasting Without the Expertise—Seamless AWS Integration](https://www.g2.com/survey_responses/amazon-forecast-review-12255988)"** **Rating:** 4.5/5.0 stars *— Mahmoud H.* [Read full review](https://www.g2.com/survey_responses/amazon-forecast-review-12255988) --- **"[Amazon Forecast: Game-Changing Sales Predictor for Training Pros](https://www.g2.com/survey_responses/amazon-forecast-review-12216415)"** **Rating:** 4.5/5.0 stars *— Dhanesh V.* [Read full review](https://www.g2.com/survey_responses/amazon-forecast-review-12216415) --- ### 4. [TrendMiner](https://www.g2.com/products/trendminer/reviews) TrendMiner offers a fast, powerful, and intuitive industrial analytics & AI software platform. With a focus on highly digitized manufacturing industries, energy companies, and organizations with operations that need to maintain controlled environments. TrendMiner combines self-service, low-code data analysis for time series and event data with sophisticated machine learning (ML) and Agentic AI tools to deliver industrial data visualization, monitoring, and predictive capabilities. TrendMiner, a Vercore company, was founded in 2008 with a global headquarters located in Belgium, and offices in the U.S., Germany, Spain, and the Netherlands. TrendMiner has strategic partnerships with Amazon, Microsoft, SAP, GE Digital, Siemens, and Aveva, and offers standard integrations with a wide range of data platforms such as AVEVA PI, Yokogawa Exaquantum, AspenTech IP.21, Honeywell PHD, GE Proficy Historian, Canary, and Aveva Historian. **Average Rating:** 4.6/5.0 **Total Reviews:** 178 **How Do G2 Users Rate TrendMiner?** - **Ease of Setup:** 8.4/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.5/10 (Category avg: 8.5/10) - **Quality of Support:** 9.2/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 8.8/10) **Who Is the Company Behind TrendMiner?** - **Seller:** [TrendMiner](https://www.g2.com/sellers/trendminer) - **Company Website:** https://www.trendminer.com/ - **Year Founded:** 2008 - **HQ Location:** Hasselt, Flemish Region - **Twitter:** @TrendMining (777 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/trendminer/ (89 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Process Analytics Engineer, Process Engineer - **Top Industries:** Chemicals, Oil & Energy - **Company Size:** 53% Enterprise, 35% Mid-Market #### What Are TrendMiner's Pros and Cons? **Pros:** - Ease of Use (15 reviews) - Speed (7 reviews) - Insights (6 reviews) - Real-Time Monitoring (6 reviews) - Customer Support (5 reviews) **Cons:** - Complex Usability (8 reviews) - Difficult Learning (4 reviews) - Complexity (3 reviews) - Learning Curve (3 reviews) - Tool Limitations (3 reviews) ### What Do G2 Reviewers Say About TrendMiner? *AI-generated summary from verified user reviews* **Pros:** - Users find TrendMiner's **ease of use** exceptional, with an intuitive design that makes navigation seamless for everyone. - Users appreciate the **speed** of TrendMiner, enabling quick insights into data for effective decision-making. - Users value the **quick and reliable insights** from TrendMiner, enhancing operations and facilitating informed decision-making. - Users value the **real-time monitoring** in TrendMiner for its speed and effective quality control capabilities. - Users commend the **excellent customer support** and responsiveness of TrendMiner's team, enhancing their overall experience. **Cons:** - Users find the **complex usability** of TrendMiner challenging, especially for new users trying to connect data sources. - Users find **difficult learning** curves due to advanced features and insufficient training materials for effective onboarding. - Users find the **complexity** of TrendMiner challenging, requiring training and improvements in system administration for better usability. - Users find the **learning curve steep** with TrendMiner, struggling to grasp its advanced features and functionality quickly. - Users note the **limitations in mobile access and custom visualizations** , hindering their data experience with TrendMiner. #### What Are Recent G2 Reviews of TrendMiner? **"[Powerful tool for getting a good overview to detailed granular analitics](https://www.g2.com/survey_responses/trendminer-review-11789103)"** **Rating:** 4.5/5.0 stars *— Edward B.* [Read full review](https://www.g2.com/survey_responses/trendminer-review-11789103) --- **"[Simple Visualization, Quick Analysis](https://www.g2.com/survey_responses/trendminer-review-11788512)"** **Rating:** 4.5/5.0 stars *— Susana S.* [Read full review](https://www.g2.com/survey_responses/trendminer-review-11788512) --- #### What Are G2 Users Discussing About TrendMiner? - [How has Software AG TrendMiner supported your industrial analytics, and what features do you rely on?](https://www.g2.com/discussions/how-has-software-ag-trendminer-supported-your-industrial-analytics-and-what-features-do-you-rely-on) - [What is TrendMiner used for?](https://www.g2.com/discussions/what-is-trendminer-used-for) - 1 comment ### 5. [Minitab Statistical Software](https://www.g2.com/products/minitab-statistical-software/reviews) Minitab Statistical Software is a comprehensive data analysis and statistical solution designed to assist users in exploring data, identifying trends, and making informed, data-driven decisions. This software caters to a diverse audience, ranging from beginners to seasoned analysts, by combining powerful statistical methods with an intuitive interface. This design approach simplifies complex analyses while ensuring depth and accuracy are not compromised. The capabilities of Minitab are extensive, encompassing a variety of statistical techniques such as descriptive statistics, hypothesis testing, regression analysis, ANOVA, time series analysis, design of experiments (DOE), reliability analysis, and predictive analytics. The software's guided workflows and Assistant feature are particularly beneficial, as they help users select appropriate tools, interpret results effectively, and communicate findings in a clear manner. This accessibility makes advanced analytics feasible for users across different skill levels, promoting a culture of data-driven decision-making within organizations. Minitab is available in both desktop and cloud-based versions, providing users with the flexibility to work from various locations while ensuring secure access to their data and analyses. The cloud version enhances collaboration among teams by allowing them to share projects and standardize analyses without the need for local installation. This feature is particularly advantageous for organizations with remote teams or those looking to streamline their analytical processes. The software also includes built-in data preparation tools that facilitate the cleaning and organization of data, which is crucial for accurate analysis. Furthermore, Minitab seamlessly integrates with other Minitab solutions and supports quality improvement methodologies such as Six Sigma. This integration helps organizations enhance their processes, reduce variation, and achieve measurable business outcomes. By providing a robust suite of tools and features, Minitab Statistical Software stands out as a valuable resource for organizations aiming to leverage data for strategic advantage. **Average Rating:** 4.6/5.0 **Total Reviews:** 220 **How Do G2 Users Rate Minitab Statistical Software?** - **Ease of Setup:** 8.7/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.4/10 (Category avg: 8.5/10) - **Quality of Support:** 8.8/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 8.8/10) **Who Is the Company Behind Minitab Statistical Software?** - **Seller:** [Minitab](https://www.g2.com/sellers/minitab-14ca02fe-fdeb-44c4-b0db-904058d0221b) - **Company Website:** https://www.minitab.com - **Year Founded:** 1972 - **HQ Location:** State College, Pennsylvania, United States - **Twitter:** @Minitab (5,017 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/39142/ (732 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Quality Manager - **Top Industries:** Automotive, Manufacturing - **Company Size:** 46% Enterprise, 32% Mid-Market #### What Are Minitab Statistical Software's Pros and Cons? **Pros:** - Ease of Use (62 reviews) - Data Analysis (53 reviews) - Statistical Analysis (38 reviews) - Analysis (32 reviews) - Analysis Capabilities (30 reviews) **Cons:** - Expensive (23 reviews) - Learning Curve (22 reviews) - Complexity (13 reviews) - Not User-Friendly (13 reviews) - Data Management Issues (10 reviews) ### What Do G2 Reviewers Say About Minitab Statistical Software? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **ease of use** of Minitab, highlighting its intuitive interface and helpful resources for efficient analysis. - Users praise Minitab for its **ease of use** , enhancing their overall data analysis experience significantly. - Users value the **helpful guides and assistants** in Minitab, enhancing their data analysis experience significantly. - Users value Minitab for its **comprehensive tools** that enhance data-driven decision-making in manufacturing and quality analysis. - Users value Minitab's **robust analysis capabilities** , making statistical data processing straightforward and effective for decision-making. **Cons:** - Users find the **licensing fees expensive** , especially when usage is intermittent and features are underutilized. - Users find a **steep learning curve** with Minitab, highlighting the need for better training resources and usability improvements. - Users find Minitab's **complexity** challenging due to issues with hidden variables and clunky data manipulation features. - Users find Minitab’s interface **not user-friendly** , as confusing menus and outdated design hinder ease of use. - Users face **data management issues** in Minitab, complicating analysis and requiring re-runs with updated datasets. #### What Are Recent G2 Reviews of Minitab Statistical Software? **"[Audit-Ready Trend Analysis and Clear Statistical Outputs for APQR](https://www.g2.com/survey_responses/minitab-statistical-software-review-12736010)"** **Rating:** 4.0/5.0 stars *— Ajay K.* [Read full review](https://www.g2.com/survey_responses/minitab-statistical-software-review-12736010) --- **"[Minitab’s DOE Wizard Makes Complex Experiments Fast and Straightforward](https://www.g2.com/survey_responses/minitab-statistical-software-review-13070943)"** **Rating:** 5.0/5.0 stars *— Nikhil C.* [Read full review](https://www.g2.com/survey_responses/minitab-statistical-software-review-13070943) --- #### What Are G2 Users Discussing About Minitab Statistical Software? - [What improvements would you suggest for Minitab to better meet your data analysis needs?](https://www.g2.com/discussions/what-improvements-would-you-suggest-for-minitab-to-better-meet-your-data-analysis-needs) - [What is Minitab Statistical Software used for?](https://www.g2.com/discussions/what-is-minitab-statistical-software-used-for) - 1 comment - [Is Minitab free for students?](https://www.g2.com/discussions/minitab-statistical-software-is-minitab-free-for-students) - 2 comments - [Is Minitab free for students?](https://www.g2.com/discussions/is-minitab-free-for-students) - [What Minitab 19?](https://www.g2.com/discussions/minitab-statistical-software-what-minitab-19) ### 6. [Google Cloud Interference API](https://www.g2.com/products/google-cloud-interference-api/reviews) Quickly run large-scale correlations over typed time-series datasets. **Average Rating:** 4.4/5.0 **Total Reviews:** 77 **How Do G2 Users Rate Google Cloud Interference API?** - **Ease of Setup:** 8.7/10 (Category avg: 8.5/10) - **Ease of Admin:** 9.1/10 (Category avg: 8.5/10) - **Quality of Support:** 8.6/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.8/10) **Who Is the Company Behind Google Cloud Interference API?** - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google (31,899,995 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (341,888 employees on LinkedIn®) - **Ownership:** NASDAQ:GOOG **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Education Management - **Company Size:** 53% Small-Business, 25% Enterprise #### What Are Recent G2 Reviews of Google Cloud Interference API? **"[Overview on Google Cloud Interference API](https://www.g2.com/survey_responses/google-cloud-interference-api-review-8148127)"** **Rating:** 4.5/5.0 stars *— Ankit M.* [Read full review](https://www.g2.com/survey_responses/google-cloud-interference-api-review-8148127) --- **"[Easy to use if you already use Google Cloud](https://www.g2.com/survey_responses/google-cloud-interference-api-review-8357822)"** **Rating:** 4.5/5.0 stars *— Steve C.* [Read full review](https://www.g2.com/survey_responses/google-cloud-interference-api-review-8357822) --- #### What Are G2 Users Discussing About Google Cloud Interference API? - [What is GCP vision API?](https://www.g2.com/discussions/what-is-gcp-vision-api) - [Does Google Cloud have API?](https://www.g2.com/discussions/does-google-cloud-have-api) - [What is inference in cloud computing?](https://www.g2.com/discussions/what-is-inference-in-cloud-computing) - [What is cloud inference API?](https://www.g2.com/discussions/what-is-cloud-inference-api) ### 7. [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) SAP HANA Cloud is a modern database-as-a-service (DBaaS) powering the next generation of intelligent data applications. SAP HANA Cloud offers a competitive edge by incorporating advanced machine learning and predictive tools grounded in modern data science. Its powerful in-memory performance safeguards efficient data processing. By securely storing vast amounts of data with its integrated multitier storage and handling various types on a single copy in its native multi-model database, SAP HANA Cloud simplifies data management and connects to other data sources. The seamless integration of these capabilities in a reliable, unified foundation makes it easier for developers to build high-demand intelligent data apps. **Average Rating:** 4.3/5.0 **Total Reviews:** 521 **How Do G2 Users Rate SAP HANA Cloud?** - **Ease of Setup:** 7.8/10 (Category avg: 8.5/10) - **Ease of Admin:** 7.9/10 (Category avg: 8.5/10) - **Quality of Support:** 8.2/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.8/10) **Who Is the Company Behind SAP HANA Cloud?** - **Seller:** [SAP](https://www.g2.com/sellers/sap) - **Company Website:** https://www.sap.com/ - **Year Founded:** 1972 - **HQ Location:** Walldorf - **Twitter:** @SAP (297,052 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/sap/ (141,955 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Consultant, SAP Consultant - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 61% Enterprise, 26% Mid-Market #### What Are SAP HANA Cloud's Pros and Cons? **Pros:** - Ease of Use (55 reviews) - Easy Integrations (41 reviews) - Integrations (40 reviews) - Speed (39 reviews) - Scalability (35 reviews) **Cons:** - Complexity (33 reviews) - Expensive (32 reviews) - Learning Curve (30 reviews) - Difficult Learning (28 reviews) - Complex Setup (20 reviews) ### What Do G2 Reviewers Say About SAP HANA Cloud? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** with SAP HANA Cloud, enjoying seamless integration and smooth real-time analytics. - Users appreciate the **easy integrations** of SAP HANA Cloud, enhancing their workflow and data management seamlessly. - Users value the **smooth integration capabilities** of SAP HANA Cloud, enhancing efficiency and simplifying data management. - Users value the **speed and responsiveness** of SAP HANA Cloud, making data handling efficient and streamlined. - Users value the **flexible and elastic scalability** of SAP HANA Cloud, enhancing performance for data-intensive applications. **Cons:** - Users find the **complexity of the setup** challenging, particularly for new users and integrations with other systems. - Users find SAP HANA Cloud to be **expensive** , particularly for large data demands and advanced configurations requiring expertise. - Users find the **learning curve challenging** , especially for teams new to HANA's concepts and SQL extensions. - Users find the **difficult learning curve** of SAP HANA Cloud challenging, especially for new users and feature navigation. - Users find the **complex setup** of SAP HANA Cloud challenging, particularly for newcomers and during initial provisioning. #### What Are Recent G2 Reviews of SAP HANA Cloud? **"[Blazing-Fast In-Memory Performance with Seamless SAP Integration](https://www.g2.com/survey_responses/sap-hana-cloud-review-12419032)"** **Rating:** 4.5/5.0 stars *— Dharamveer p.* [Read full review](https://www.g2.com/survey_responses/sap-hana-cloud-review-12419032) --- **"[Efficient Transactions, But Time-Intensive Setup](https://www.g2.com/survey_responses/sap-hana-cloud-review-12983922)"** **Rating:** 4.0/5.0 stars *— Sumeet R.* [Read full review](https://www.g2.com/survey_responses/sap-hana-cloud-review-12983922) --- ### 8. [Azure Time Series Insights](https://www.g2.com/products/azure-time-series-insights/reviews) Azure Time Series Insights is a fully managed analytics, storage, and visualization service for managing IoT-scale time-series data in the cloud. It provides massively scalable time-series data storage and enables you to explore and analyze billions of events streaming in from all over the world in seconds. **Average Rating:** 4.1/5.0 **Total Reviews:** 45 **How Do G2 Users Rate Azure Time Series Insights?** - **Ease of Setup:** 7.3/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.5/10 (Category avg: 8.5/10) - **Quality of Support:** 8.4/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.8/10) **Who Is the Company Behind Azure Time Series Insights?** - **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft) - **Year Founded:** 1975 - **HQ Location:** Redmond, Washington - **Twitter:** @microsoft (13,091,739 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/microsoft/ (231,632 employees on LinkedIn®) - **Ownership:** MSFT **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 42% Small-Business, 32% Enterprise #### What Are Recent G2 Reviews of Azure Time Series Insights? **"[Azure Time Series Insights Best excellent service for your organization](https://www.g2.com/survey_responses/azure-time-series-insights-review-4352526)"** **Rating:** 5.0/5.0 stars *— Camilo D.* [Read full review](https://www.g2.com/survey_responses/azure-time-series-insights-review-4352526) --- **"[Best tool to get Insights and Pattern, able to handle huge amount of data](https://www.g2.com/survey_responses/azure-time-series-insights-review-6744185)"** **Rating:** 4.5/5.0 stars *— Harsh G.* [Read full review](https://www.g2.com/survey_responses/azure-time-series-insights-review-6744185) --- #### What Are G2 Users Discussing About Azure Time Series Insights? - [What is Azure Time Series Insights used for?](https://www.g2.com/discussions/what-is-azure-time-series-insights-used-for) ### 9. [dataPARC](https://www.g2.com/products/dataparc/reviews) dataPARC is a self-service industrial data visualization & analytics toolkit designed for process manufacturers seeking to improve quality, increase yield, & optimize their operations. Collect, connect, & analyze IoT data from across the plant with dataPARC’s process data analytics & visualization platform. Solve challenging process & product quality issues with simple, yet powerful trending & diagnostic analytics tools. Build sophisticated dashboards and displays to monitor processes & share production KPIs across your enterprise. Leverage artificial intelligence (AI) and machine learning to drive continuous improvement & increase margins via predictive modelling. **Average Rating:** 4.9/5.0 **Total Reviews:** 39 **How Do G2 Users Rate dataPARC?** - **Ease of Setup:** 8.8/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.8/10 (Category avg: 8.5/10) - **Quality of Support:** 9.6/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 8.8/10) **Who Is the Company Behind dataPARC?** - **Seller:** [dataPARC](https://www.g2.com/sellers/dataparc) - **Year Founded:** 1997 - **HQ Location:** Washougal, US - **Twitter:** @dataPARCsolutio (26 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/dataparc-solutions/ (113 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Paper & Forest Products - **Company Size:** 62% Mid-Market, 31% Enterprise #### What Are dataPARC's Pros and Cons? **Pros:** - Customizability (2 reviews) - Data Analysis (2 reviews) - Data Visualization (2 reviews) - Ease of Use (2 reviews) - Features (2 reviews) **Cons:** - Complex Usability (1 reviews) - Data Management Issues (1 reviews) - Difficult Learning (1 reviews) - Learning Curve (1 reviews) - Required Expertise (1 reviews) ### What Do G2 Reviewers Say About dataPARC? *AI-generated summary from verified user reviews* **Pros:** - Users value the **customizability** of dataPARC, enabling tailored displays and efficient data management for all skill levels. - Users commend the **easy-to-use data analysis** capabilities of dataPARC, enhancing their productivity and efficiency in monitoring. - Users value the **data visualization capabilities** of dataPARC, appreciating its simplicity and expansive functionality. - Users value the **user-friendly design** of dataPARC, making navigation and information access simple and efficient. - Users value the **personalization and depth of dataPARC** , perfect for both novices and experienced users alike. **Cons:** - Users find the **complex usability** of dataPARC challenging, particularly due to the lack of detailed examples and explanations. - Users find the **data management issues** frustrating, particularly due to insufficient examples and guidance on VB commands. - Users find **difficulties in learning** due to limited examples and explanations for the VB language in dataPARC. - Users find the **steep learning curve** of dataPARC challenging due to insufficient examples and explanations of VB language. - Users feel the need for **enhanced VB language resources** , as existing materials lack clarity and accessibility for beginners. #### What Are Recent G2 Reviews of dataPARC? **"[Great Tool for Technical and Non-Technical Users alike](https://www.g2.com/survey_responses/dataparc-review-11487365)"** **Rating:** 4.5/5.0 stars *— Verified User in Paper & Forest Products* [Read full review](https://www.g2.com/survey_responses/dataparc-review-11487365) --- **"[Ease of Use and Quick Response, But the Manual Could Improve](https://www.g2.com/survey_responses/dataparc-review-11960468)"** **Rating:** 5.0/5.0 stars *— Unidades K G.* [Read full review](https://www.g2.com/survey_responses/dataparc-review-11960468) --- #### What Are G2 Users Discussing About dataPARC? - [What is dataPARC used for?](https://www.g2.com/discussions/what-is-dataparc-used-for) - 1 comment ### 10. [Umbrella](https://www.g2.com/products/umbrella-formerly-anodot-umbrella/reviews) Anodot’s augmented analytics platform is the next generation in business intelligence. Anodot proactively identifies revenue-critical business incidents, recommends actions, and automates the remediation process, in real time. Anodot’s patented technology goes beyond data visualization by constantly analyzing and correlating business metrics, alerts and forecasts in their context. Leveraging AI and ML, Anodot’s augmented analytics proactively alert companies to revenue-critical business incidents and automates their remediation in real-time. The company’s Cloud Costs solution provides accurate monitoring and forecasting as well as savings recommendations that cut up to 40% on annual cloud spend. Fortune 500 companies leverage Anodot for cloud cost management and Anodot for payment intelligence to help reduce cloud waste and protect revenue streams. Our team spans several continents, with headquarters in the U.S. and Israel, with business units dedicated to digital, financial services, and telecommunications. To learn more, visit www.anodot.com or check us out on LinkedIn and Twitter. **Average Rating:** 4.5/5.0 **Total Reviews:** 36 **How Do G2 Users Rate Umbrella?** - **Ease of Setup:** 8.4/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.6/10 (Category avg: 8.5/10) - **Quality of Support:** 9.0/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.8/10) **Who Is the Company Behind Umbrella?** - **Seller:** [Umbrella (formerly Anodot)](https://www.g2.com/sellers/umbrella-formerly-anodot) - **Year Founded:** 2014 - **HQ Location:** Ashburn, Virginia - **Twitter:** @TeamAnodot (1,139 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/5229141/ (80 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 44% Mid-Market, 31% Small-Business #### What Are Umbrella's Pros and Cons? **Pros:** - Time-saving (3 reviews) - Alerting System (2 reviews) - Alerts (2 reviews) - Helpful (2 reviews) - Problem Solving (2 reviews) **Cons:** - Access Control (2 reviews) - Complexity (2 reviews) - Not Intuitive (2 reviews) - Confusion (1 reviews) - Difficult Learning (1 reviews) ### What Do G2 Reviewers Say About Umbrella? *AI-generated summary from verified user reviews* **Pros:** - Users value the **time-saving features** of the Umbrella, enabling quick identification and resolution of critical issues. - Users value the **fast problem detection** of the Alerting System, significantly reducing time and stress in issue resolution. - Users appreciate the **quick and critical alerts** from Umbrella, which help in promptly addressing data issues. - Users value the **AI-Powered Cost Optimization** for effectively managing and reducing unnecessary cloud spending swiftly. - Users value the **quick problem detection** by Anodot, which helps resolve issues efficiently and reduces stress. **Cons:** - Users find the **lack of advanced role-based permissions** challenging, especially in larger organizational contexts. - Users find the **complexity** of managing alerts and user roles to be a frustrating aspect of the Umbrella product. - Users find the **interface not intuitive** , making it challenging for non-technical product managers to navigate effectively. - Users find the **confusing usability** of the umbrella limits effective use, especially for non-technical product managers. - Users find the **difficult learning curve** of Umbrella challenging, especially for non-technical product managers. #### What Are Recent G2 Reviews of Umbrella? **"[AI-Powered Cost Optimization Makes Cloud Savings Effortless](https://www.g2.com/survey_responses/umbrella-review-11827832)"** **Rating:** 5.0/5.0 stars *— Shaik c.* [Read full review](https://www.g2.com/survey_responses/umbrella-review-11827832) --- **"[Fast Problem Detection, But Alert Overload Needs Tweaking](https://www.g2.com/survey_responses/umbrella-review-11897718)"** **Rating:** 5.0/5.0 stars *— Nishant S.* [Read full review](https://www.g2.com/survey_responses/umbrella-review-11897718) --- #### What Are G2 Users Discussing About Umbrella? - [Where is Anodot located?](https://www.g2.com/discussions/where-is-anodot-located) - [What is anomaly detection used for?](https://www.g2.com/discussions/what-is-anomaly-detection-used-for) - [How much does Anodot cost?](https://www.g2.com/discussions/how-much-does-anodot-cost) - [What does Anodot do?](https://www.g2.com/discussions/what-does-anodot-do) ### 11. [InfluxDB](https://www.g2.com/products/influxdata-influxdb/reviews) InfluxDB is a purpose-built data platform designed to handle all time series data, from users, sensors, applications and infrastructure — seamlessly collecting, storing, visualizing, and turning insight into action. With a library of more than 300 open source Telegraf plugins, importing and monitoring data from any system is easy. InfluxDB empowers developers to build transformative IoT, monitoring and analytics services and applications. InfluxDB’s flexible architecture fits any implementation — whether in the cloud, at the edge or on premises — and its versatility, accessibility and supporting tools (client libraries, APIs, etc.) make it easy for developers at any level to quickly build applications and services with time series data. Optimized for developer efficiency and productivity, the InfluxDB platform gives builders time to focus on the features and functionalities that give their internal projects value and their applications a competitive edge. To get started, InfluxData offers free training through InfluxDB University at https://university.influxdata.com **Average Rating:** 4.4/5.0 **Total Reviews:** 98 **How Do G2 Users Rate InfluxDB?** - **Ease of Setup:** 8.9/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.7/10 (Category avg: 8.5/10) - **Quality of Support:** 8.6/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 8.8/10) **Who Is the Company Behind InfluxDB?** - **Seller:** [InfluxData](https://www.g2.com/sellers/influxdata-c4358581-7be9-4eec-a0bc-bd083f9c5468) - **Year Founded:** 2012 - **HQ Location:** San Francisco, California - **Twitter:** @InfluxData (22 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/5159145/ (179 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 59% Small-Business, 23% Mid-Market #### What Are Recent G2 Reviews of InfluxDB? **"[Best Time-series database](https://www.g2.com/survey_responses/influxdb-review-9729657)"** **Rating:** 4.5/5.0 stars *— Verified User in Automotive* [Read full review](https://www.g2.com/survey_responses/influxdb-review-9729657) --- **"[Fast, Economical, and Flexible for Time-Series](https://www.g2.com/survey_responses/influxdb-review-12738371)"** **Rating:** 5.0/5.0 stars *— Hanna R.* [Read full review](https://www.g2.com/survey_responses/influxdb-review-12738371) --- #### What Are G2 Users Discussing About InfluxDB? - [What are the benefits and drawbacks of using InfluxDB for time-series data storage?](https://www.g2.com/discussions/what-are-the-benefits-and-drawbacks-of-using-influxdb-for-time-series-data-storage) - [What is InfluxDB used for?](https://www.g2.com/discussions/influxdb-what-is-influxdb-used-for) - [How do I write an InfluxDB query?](https://www.g2.com/discussions/how-do-i-write-an-influxdb-query) - [Does Prometheus use InfluxDB?](https://www.g2.com/discussions/does-prometheus-use-influxdb) - [Is InfluxDB free to use?](https://www.g2.com/discussions/is-influxdb-free-to-use) - 2 comments ### 12. [KX](https://www.g2.com/products/kx-kx/reviews) We power the time-aware data-driven decisions that enable fast-moving organizations to realize the full potential of their AI investments and outpace competitors. Our technology delivers transformational value by addressing data challenges around completeness, timeliness, and efficiency. We enable organizations to understand change over time and generate faster, more accurate insights — at any scale, and with cost efficiency. Our technology is essential to the operations of the world's top investment banks, aerospace and defense, high-tech manufacturing, healthcare and life sciences, automotive, and fleet telematics organizations. The primary audience for KX encompasses line-of-business leaders, developers, data scientists, and data engineers who require sophisticated analytics capabilities to create high-performance, data-driven applications. With its unmatched speed and scalability, KX allows users to efficiently process large volumes of data, whether in cloud environments, on-premises, or at the edge. This flexibility ensures that organizations can integrate KX technology into their existing workflows seamlessly, enhancing their analytical capabilities without causing disruptions to ongoing operations. KX distinguishes itself in the analytics landscape through its independently benchmarked performance, recognized as the fastest available on the market. This speed is vital for businesses that depend on real-time data insights to inform their decision-making processes. By enabling users to uncover richer, actionable insights quickly, KX facilitates faster and more informed choices, driving competitive advantage and transformative growth. Its ability to manage complex data sets and deliver insights promptly is particularly advantageous for industries that operate in fast-paced environments, where timely information is critical. Key features of KX include advanced time series and vector data analytics capabilities, which enable efficient management and analysis of extensive data volumes. Furthermore, KX integrates seamlessly with popular analytics tools, enhancing their performance and allowing users to maximize their existing investments. The platform's architecture is designed for high performance, ensuring that organizations can scale their analytics operations as needed without sacrificing speed or efficiency. With a global presence across North America, Europe, and Asia Pacific, KX is trusted by leading organizations to spearhead their data and AI initiatives. By providing a powerful analytics solution, KX not only enhances operational efficiency but also fosters a culture of innovation, empowering businesses to remain competitive in an increasingly data-driven world. **Average Rating:** 4.6/5.0 **Total Reviews:** 50 **How Do G2 Users Rate KX?** - **Ease of Setup:** 8.5/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.9/10 (Category avg: 8.5/10) - **Quality of Support:** 8.7/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.8/10) **Who Is the Company Behind KX?** - **Seller:** [KX](https://www.g2.com/sellers/kx-a145756d-91d3-463e-a51d-9e13b1ac577c) - **Year Founded:** 1996 - **HQ Location:** NY, USA - **Twitter:** @kxsystems (4,168 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/kx-systems (492 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Financial Services, Banking - **Company Size:** 57% Enterprise, 25% Small-Business #### What Are KX's Pros and Cons? **Pros:** - Speed (6 reviews) - Performance (5 reviews) - Tool Power (5 reviews) - Powerful Tools (4 reviews) - Analytics (3 reviews) **Cons:** - Learning Curve (7 reviews) - Difficult Learning (3 reviews) - Steep Learning Curve (3 reviews) - Expensive (2 reviews) - Initial Difficulties (2 reviews) ### What Do G2 Reviewers Say About KX? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **lightning-fast performance** of KX's kx-dashboard, making report creation quick and efficient. - Users praise the **exceptional performance** of KX, highlighting its speed and efficiency in dashboard creation. - Users highlight the **powerful and versatile** capabilities of KX products for efficient data processing and problem-solving. - Users admire the **powerful and versatile tools** of KX, enhancing productivity and problem-solving efficiency. - Users highlight the **unparalleled real-time data processing** of KX, enabling swift and informed decision-making in dynamic markets. **Cons:** - Users find the **learning curve steep** , requiring significant time and dedication to master KX effectively. - Users find the **difficult learning** curve of KX challenging, especially due to a lack of external resources. - Users find the **learning curve steep** for KX, making initial understanding and coding efficiency challenging. - Users find KX licenses **expensive** , especially for hobbyists and small organizations, impacting long-term adoption decisions. - Users face **initial difficulties** with KX due to limited resources and challenges in integration with other applications. #### What Are Recent G2 Reviews of KX? **"[The best ecosystem for quants and data engineers](https://www.g2.com/survey_responses/kx-review-10651130)"** **Rating:** 5.0/5.0 stars *— Alex T.* [Read full review](https://www.g2.com/survey_responses/kx-review-10651130) --- **"[KX is an incredible company with the best time-series database in the world.](https://www.g2.com/survey_responses/kx-review-11467454)"** **Rating:** 5.0/5.0 stars *— Kenan D.* [Read full review](https://www.g2.com/survey_responses/kx-review-11467454) --- ### 13. [Warp 10](https://www.g2.com/products/warp-10/reviews) Warp 10 is a modular open source platform that collects, stores, and analyzes data from sensors. Shaped for the IoT with a flexible data model, Warp 10 provides a unique and powerful framework to simplify your processes from data collection to analysis and visualization, with the support of geolocated data in its core model (called Geo Time Series). Warp 10 is both a time series database, and a powerful analytics environment, allowing you to make: statistics, extraction of characteristics for training models, filtering and cleaning of data, detection of patterns and anomalies, synchronization or even forecasts. The Platform is GDPR compliant and secure by design using cryptographic tokens to manage authentication and authorization. The analysis environment can be implemented within a large ecosystem of software components such as Spark, Kafka Streams, Hadoop, Jupyter, Zeppelin and many more. It can also access data stored in many existing solutions, relational or NoSQL databases, search engines and S3 type object storage system. Warp 10 fits your needs at any scale, from small devices to distributed clusters, and can be used in many verticals: industry, transportation, health, monitoring, finance, energy, etc. A collection of tools completes the Platform and ease your work on time series data: - WarpStudio, a web editor, to edit and execute your WarpScript code. - WarpFleet, the artifact repository, to share your plugins, extensions, and macros. - Sandbox, a hosted environment for test-driving Warp 10 without deploying it. - Discovery, a dynamic dashboarding solution with a unique dashboard as code approach. - HFiles, a high-density storage solution providing infinite storage scalability while retaining all analytics capabilities. **Average Rating:** 4.4/5.0 **Total Reviews:** 35 **How Do G2 Users Rate Warp 10?** - **Ease of Setup:** 8.3/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.1/10 (Category avg: 8.5/10) - **Quality of Support:** 8.8/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 8.8/10) **Who Is the Company Behind Warp 10?** - **Seller:** [SenX](https://www.g2.com/sellers/senx) - **HQ Location:** Guipavas, Brittany - **Twitter:** @SenXHQ (234 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/12632019 (12 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 50% Small-Business, 31% Mid-Market #### What Are Recent G2 Reviews of Warp 10? **"[Simple to Use, Powerful Long-Term Data Collection and Assessment](https://www.g2.com/survey_responses/warp-10-review-12650419)"** **Rating:** 4.5/5.0 stars *— Joseph P.* [Read full review](https://www.g2.com/survey_responses/warp-10-review-12650419) --- **"[Best in providing analytics solutions](https://www.g2.com/survey_responses/warp-10-review-8364698)"** **Rating:** 5.0/5.0 stars *— Shweta R.* [Read full review](https://www.g2.com/survey_responses/warp-10-review-8364698) --- #### What Are G2 Users Discussing About Warp 10? - [What is Warp 10 used for?](https://www.g2.com/discussions/what-is-warp-10-used-for) ### 14. [Epsilon3](https://www.g2.com/products/epsilon3/reviews) Epsilon3 is the first AI-powered procedure and resource management tool designed for teams that engineer, build, test, and operate advanced products and systems. ✔ Standardize & Optimize Processes Our interoperable procedure execution system replaces inefficient checklists managed with paper, spreadsheets, docs, and outdated planning tools. Automatically track every step to ensure quality, consistency, and traceability. ✔ Fuel Rapid Iteration & Innovation Built-in version control, conditional workflows, and real-time data synchronization keep stakeholders on the same page. Enable continuous improvement and quick, data-driven decisions to stay far ahead of the competition. ✔ Streamline & Scale Operations Securely integrate siloed systems and automate repetitive, error-prone tasks to boost productivity and prevent delays. Simplify training, reduce costs, and maintain efficiency as your operations expand to meet demand. Epsilon3 is trusted by industry leaders like NASA, Blue Origin, Firefly Aerospace, Sierra Space, Redwire, Shift4, AeroVironment, Commonwealth Fusion Systems, and other commercial and government organizations. The company and platform were built by engineering leaders from SpaceX, NASA, and Google. Learn how: https://www.epsilon3.io/ **Average Rating:** 4.2/5.0 **Total Reviews:** 259 **How Do G2 Users Rate Epsilon3?** - **Ease of Setup:** 8.1/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.7/10 (Category avg: 8.5/10) - **Quality of Support:** 8.9/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.8/10) **Who Is the Company Behind Epsilon3?** - **Seller:** [Epsilon3](https://www.g2.com/sellers/epsilon3) - **Company Website:** https://epsilon3.io - **Year Founded:** 2021 - **HQ Location:** Los Angeles, California - **Twitter:** @Epsilon3Inc (1,068 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/epsilon3inc (33 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Customer Service Representative - **Top Industries:** Aviation & Aerospace, Financial Services - **Company Size:** 43% Mid-Market, 40% Enterprise #### What Are Epsilon3's Pros and Cons? **Pros:** - Ease of Use (39 reviews) - Procedure Management (19 reviews) - Efficiency (15 reviews) - Efficiency Improvement (13 reviews) - Features (12 reviews) **Cons:** - Complexity (11 reviews) - Learning Curve (11 reviews) - Steep Learning Curve (10 reviews) - Confusing Procedures (8 reviews) - Poor Interface Design (8 reviews) ### What Do G2 Reviewers Say About Epsilon3? *AI-generated summary from verified user reviews* **Pros:** - Users find the **ease of use** in Epsilon3 beneficial, thanks to clear guides and well-structured information. - Users value the **efficiency of procedure management** in Epsilon3, enjoying streamlined workflows and easy access to documentation. - Users appreciate the **efficiency** of Epsilon3, as it centralizes processes and saves time while minimizing errors. - Users value the **efficiency improvement** Epsilon3 offers, enhancing workflow and reducing paperwork clutter significantly. - Users value the **version control and edit request features** of Epsilon3, enhancing their collaboration and article management. **Cons:** - Users face **complexity issues** with Epsilon3, particularly with slow login times and a confusing interface. - Users note a significant **initial learning curve** that temporarily hinders productivity before they fully master Epsilon3. - Users face a **steep learning curve** with Epsilon3, causing initial frustration and temporary productivity loss. - Users find the **procedures confusing** , complicating searches and slowing down their workflow, especially for experienced team members. - Users express frustration with the **poor interface design** of Epsilon3, finding it confusing and time-consuming to navigate. #### What Are Recent G2 Reviews of Epsilon3? **"[Best software ever!](https://www.g2.com/survey_responses/epsilon3-review-8714480)"** **Rating:** 5.0/5.0 stars *— Domantas B.* [Read full review](https://www.g2.com/survey_responses/epsilon3-review-8714480) --- **"[Marvelous compared to piles and piles of on-paper checklists](https://www.g2.com/survey_responses/epsilon3-review-8715685)"** **Rating:** 4.5/5.0 stars *— Minxi L.* [Read full review](https://www.g2.com/survey_responses/epsilon3-review-8715685) --- ### 15. [Trendalyze](https://www.g2.com/products/trendalyze/reviews) Trendalyze is a platform for discovering, predicting, and monitoring patterns in granular time series data collected by sensors, IoT devices, machines, transactional and event log systems. Our self-service platform empowers all information workers to discover and monitor meaningful patterns as easily as it is to search and monitor for web content on Google. It also empower business users and analysts to discover, analyze and predict patterns in IoT and other transactional data as easily as it is for them to analyze business data in Excel. Trendalyze has pioneered patent-pending Logical Neural Networks that learn from small data sets, are 100% explainable, and can be configured by business professionals. **Average Rating:** 4.6/5.0 **Total Reviews:** 12 **How Do G2 Users Rate Trendalyze?** - **Ease of Setup:** 8.3/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.1/10 (Category avg: 8.5/10) - **Quality of Support:** 8.5/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.8/10) **Who Is the Company Behind Trendalyze?** - **Seller:** [Trendalyze](https://www.g2.com/sellers/trendalyze) - **Year Founded:** 2016 - **HQ Location:** USA, Newark - **Twitter:** @trendalyze (114 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/9487986/ (4 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 37% Enterprise, 37% Small-Business #### What Are Recent G2 Reviews of Trendalyze? **"[Great Analytics Product](https://www.g2.com/survey_responses/trendalyze-review-2811873)"** **Rating:** 5.0/5.0 stars *— Atanas P.* [Read full review](https://www.g2.com/survey_responses/trendalyze-review-2811873) --- **"[Very powerful Data Analytics Tool](https://www.g2.com/survey_responses/trendalyze-review-3617983)"** **Rating:** 4.0/5.0 stars *— Verified User in Research* [Read full review](https://www.g2.com/survey_responses/trendalyze-review-3617983) --- #### What Are G2 Users Discussing About Trendalyze? - [What is Trendalyze used for?](https://www.g2.com/discussions/what-is-trendalyze-used-for) ### 16. [Clarify](https://www.g2.com/products/clarify/reviews) Clarify lets you and your team easily visualize, explore, and share knowledge around time-series data. Helping you turn data into actual value, every day. By visualizing your data in one intuitive and engaging interface, Clarify makes data available for everyone. Bring your team together to add context and share knowledge about what your data actually means for your day-to-day operations. So everyone can learn from each other and contribute to get a better overview in real-time. **Average Rating:** 4.4/5.0 **Total Reviews:** 16 **How Do G2 Users Rate Clarify?** - **Ease of Setup:** 9.6/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.8/10 (Category avg: 8.5/10) - **Quality of Support:** 8.9/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.8/10) **Who Is the Company Behind Clarify?** - **Seller:** [Searis](https://www.g2.com/sellers/searis) - **HQ Location:** Trondheim, NO - **LinkedIn® Page:** https://www.linkedin.com/company/clarify-io/ (16 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 56% Mid-Market, 22% Small-Business #### What Are Recent G2 Reviews of Clarify? **"[Clarify - Review](https://www.g2.com/survey_responses/clarify-review-7598263)"** **Rating:** 5.0/5.0 stars *— Nihal J.* [Read full review](https://www.g2.com/survey_responses/clarify-review-7598263) --- **"[Easy to use Time Series Analytics](https://www.g2.com/survey_responses/clarify-review-7447187)"** **Rating:** 4.5/5.0 stars *— Peter T.* [Read full review](https://www.g2.com/survey_responses/clarify-review-7447187) --- #### What Are G2 Users Discussing About Clarify? - [What is Amdocs Clarify?](https://www.g2.com/discussions/clarify-what-is-amdocs-clarify) - [What is Amdocs Clarify?](https://www.g2.com/discussions/what-is-amdocs-clarify) - [What type of application is Clarify?](https://www.g2.com/discussions/clarify-what-type-of-application-is-clarify) - [What type of application is Clarify?](https://www.g2.com/discussions/what-type-of-application-is-clarify) - [What is Clarify it?](https://www.g2.com/discussions/clarify-what-is-clarify-it) ### 17. [Automatic Forecasting Systems](https://www.g2.com/products/automatic-forecasting-systems/reviews) Autobox is the flagship product of Automatic Forecasting Systems Inc. (AFS), offering advanced forecasting solutions for PC desktops since 1976. Designed to cater to both novice and expert forecasters, Autobox provides a comprehensive environment that simplifies the forecasting process, whether managing a single time series or thousands. Key Features and Functionality: - Automatic Modeling: Autobox automates the Box-Jenkins model-building process, allowing users to generate accurate forecasts without manual intervention. - Data Cleansing: The software identifies and adjusts for outliers, ensuring the integrity of the dataset and enhancing forecast accuracy. - Causal Analysis: Autobox incorporates causal factors into forecasts, such as sales of related products, cannibalization effects, and competitor pricing, providing a more comprehensive analysis. - Scenario Planning: Users can create "what-if" scenarios to assess potential outcomes and make informed decisions based on various assumptions. - Probability Assessments: The software determines the likelihood of achieving specific targets, aiding in risk assessment and strategic planning. Primary Value and User Solutions: Autobox addresses the complexities of time-series forecasting by automating model selection and parameter estimation, reducing the need for extensive statistical expertise. By integrating causal factors and providing tools for scenario analysis, it enables businesses to make data-driven decisions, optimize inventory levels, and improve financial planning. The software's ability to cleanse data and assess probabilities further enhances the reliability of forecasts, ultimately leading to cost savings and increased operational efficiency. **Average Rating:** 4.5/5.0 **Total Reviews:** 12 **How Do G2 Users Rate Automatic Forecasting Systems?** - **Ease of Setup:** 8.5/10 (Category avg: 8.5/10) - **Ease of Admin:** 5.0/10 (Category avg: 8.5/10) - **Quality of Support:** 8.9/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 5.0/10 (Category avg: 8.8/10) **Who Is the Company Behind Automatic Forecasting Systems?** - **Seller:** [Automatic Forecasting Systems](https://www.g2.com/sellers/automatic-forecasting-systems) - **Year Founded:** 1975 - **HQ Location:** Hatboro, US - **Twitter:** @tomdireill (949 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/automatic-forecasting-systems/about/ (5 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Mid-Market, 25% Enterprise #### What Are Automatic Forecasting Systems's Pros and Cons? **Pros:** - Forecasting Accuracy (4 reviews) - Ease of Use (1 reviews) - Machine Learning (1 reviews) - Performance (1 reviews) - Solutions (1 reviews) **Cons:** - Complexity (1 reviews) - Complexity Issues (1 reviews) - Slow Performance (1 reviews) ### What Do G2 Reviewers Say About Automatic Forecasting Systems? *AI-generated summary from verified user reviews* **Pros:** - Users value the **forecasting accuracy** of Automatic Forecasting Systems, which significantly simplifies workload anticipation and budgeting. - Users find the **ease of use** in Automatic Forecasting Systems essential for simplifying budget forecasting tasks. - Users value the **efficiency of machine learning** in Automatic Forecasting Systems, enhancing accuracy and saving time in predictions. - Users value the **speed and accuracy** of Automatic Forecasting Systems, reducing time spent on manual forecasting. - Users appreciate the **reduction in workload burden** provided by Automatic Forecasting Systems, effectively managing time series biases. **Cons:** - Users find the **complexity of model requirements** challenging, necessitating advanced statistical analysis and coding adjustments. - Users face **complexity issues** with AFS, needing advanced statistical work and coding for specific models. - Users find the **slow performance** of Automatic Forecasting Systems to be a drawback, affecting their overall satisfaction. #### What Are Recent G2 Reviews of Automatic Forecasting Systems? **"[Generate baseline forecasts quickly and efficiently](https://www.g2.com/survey_responses/automatic-forecasting-systems-review-10410214)"** **Rating:** 4.5/5.0 stars *— Muktar A.* [Read full review](https://www.g2.com/survey_responses/automatic-forecasting-systems-review-10410214) --- **"[Automatic Forecasting Systems (AFS) is a powerful tool](https://www.g2.com/survey_responses/automatic-forecasting-systems-review-9697119)"** **Rating:** 5.0/5.0 stars *— Ashok V.* [Read full review](https://www.g2.com/survey_responses/automatic-forecasting-systems-review-9697119) --- #### What Are G2 Users Discussing About Automatic Forecasting Systems? - [What is Automatic Forecasting Systems used for?](https://www.g2.com/discussions/automatic-forecasting-systems-what-is-automatic-forecasting-systems-used-for) - [What is Automatic Forecasting Systems used for?](https://www.g2.com/discussions/what-is-automatic-forecasting-systems-used-for) ### 18. [Shapelets](https://www.g2.com/products/shapelets/reviews) The first state-of-the-art platform for time series analysis **Average Rating:** 4.6/5.0 **Total Reviews:** 10 **How Do G2 Users Rate Shapelets?** - **Ease of Setup:** 9.5/10 (Category avg: 8.5/10) - **Ease of Admin:** 8.3/10 (Category avg: 8.5/10) - **Quality of Support:** 9.3/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.8/10) **Who Is the Company Behind Shapelets?** - **Seller:** [Shapelets](https://www.g2.com/sellers/shapelets) - **Year Founded:** 2018 - **HQ Location:** Málaga, Andalusia - **Twitter:** @shapelets (274 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/shapelets/ (2 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 40% Small-Business, 30% Mid-Market #### What Are Recent G2 Reviews of Shapelets? **"[Transformer of our company with Shapelets](https://www.g2.com/survey_responses/shapelets-review-9708444)"** **Rating:** 4.5/5.0 stars *— Elena R.* [Read full review](https://www.g2.com/survey_responses/shapelets-review-9708444) --- **"[Shapelets in Time series analysis: A comprehensive review](https://www.g2.com/survey_responses/shapelets-review-9836547)"** **Rating:** 4.5/5.0 stars *— Raj D.* [Read full review](https://www.g2.com/survey_responses/shapelets-review-9836547) --- #### What Are G2 Users Discussing About Shapelets? - [What is Shapelets used for?](https://www.g2.com/discussions/what-is-shapelets-used-for) ### 19. [Datapred](https://www.g2.com/products/datapred/reviews) Datapred is an integrated online software for energy buyers, helping them with reporting and market awareness, and providing powerful decision support. **Average Rating:** 4.0/5.0 **Total Reviews:** 12 **How Do G2 Users Rate Datapred?** - **Ease of Setup:** 7.9/10 (Category avg: 8.5/10) - **Ease of Admin:** 9.2/10 (Category avg: 8.5/10) - **Quality of Support:** 8.5/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.8/10) **Who Is the Company Behind Datapred?** - **Seller:** [Datapred](https://www.g2.com/sellers/datapred) - **Year Founded:** 2015 - **HQ Location:** Lausanne - **LinkedIn® Page:** https://www.linkedin.com/company/datapred/about/ (16 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Small-Business, 33% Mid-Market #### What Are Datapred's Pros and Cons? **Pros:** - User Interface (2 reviews) - Cloud Computing (1 reviews) - Data Analysis (1 reviews) - Ease of Use (1 reviews) - Machine Learning (1 reviews) **Cons:** - Data Management Issues (1 reviews) - Expensive (1 reviews) - Learning Curve (1 reviews) ### What Do G2 Reviewers Say About Datapred? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **user-friendly interface** of Datapred, making it easy for anyone to navigate and generate reports. - Users value the **cloud availability** of Datapred, benefiting from seamless access to data anytime, anywhere. - Users value the **insightful data analysis** from Datapred, enhancing their energy purchasing decisions significantly. - Users appreciate the **ease of use** of Datapred, making market dynamics easy to understand. - Users praise Datapred for its **real-time AI and machine learning insights** , enhancing predictive maintenance in various industries. **Cons:** - Users often face **data management issues** as Datapred struggles to handle large datasets effectively. - Users find the **pricing for small businesses** to be excessively high, impacting accessibility and affordability. - Users find a **steep learning curve** with Datapred, especially those unfamiliar with data analytics concepts. #### What Are Recent G2 Reviews of Datapred? **"[Wants stay ahead from the competition come & join Datapred](https://www.g2.com/survey_responses/datapred-review-10520073)"** **Rating:** 5.0/5.0 stars *— Ankit B.* [Read full review](https://www.g2.com/survey_responses/datapred-review-10520073) --- **"[Analytics for Industrial Efficiency](https://www.g2.com/survey_responses/datapred-review-10616799)"** **Rating:** 4.5/5.0 stars *— Ashiq T.* [Read full review](https://www.g2.com/survey_responses/datapred-review-10616799) --- #### What Are G2 Users Discussing About Datapred? - [What is Datapred used for?](https://www.g2.com/discussions/what-is-datapred-used-for) ### 20. [SAS Visual Forecasting](https://www.g2.com/products/sas-visual-forecasting/reviews) SAS Visual Forecasting allows users to generate large numbers of trustworthy forecasts, quickly and automatically, using time series, machine learning and deep learning techniques. It comes with a no/low-code user interface, as well as a programmatic interface where users can code in SAS and open-source languages such as Python and R. Key features include: automatic data preparation, hierarchical forecasting, automatic segmentation of time series, incorporation of external drivers and events in a simple manner, hybrid forecasting techniques, interactive modeling capabilities, a framework to scale open-source algorithms in the cloud, a user friendly way for flexible overrides, and easy deployment of forecasting pipelines. **Average Rating:** 4.5/5.0 **Total Reviews:** 12 **How Do G2 Users Rate SAS Visual Forecasting?** - **Ease of Setup:** 7.2/10 (Category avg: 8.5/10) - **Ease of Admin:** 7.9/10 (Category avg: 8.5/10) - **Quality of Support:** 8.1/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.8/10) **Who Is the Company Behind SAS Visual Forecasting?** - **Seller:** [SAS Institute Inc.](https://www.g2.com/sellers/sas-institute-inc-df6dde22-a5e5-4913-8b21-4fa0c6c5c7c2) - **Year Founded:** 1976 - **HQ Location:** Cary, NC - **Twitter:** @SASsoftware (60,863 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1491/ (18,638 employees on LinkedIn®) - **Phone:** 1-800-727-0025 **Who Uses This Product?** - **Company Size:** 38% Enterprise, 31% Mid-Market #### What Are SAS Visual Forecasting's Pros and Cons? **Pros:** - Ease of Use (4 reviews) - Integrations (3 reviews) - Features (2 reviews) - Time Management (2 reviews) - Analytics (1 reviews) **Cons:** - Complexity Issues (1 reviews) - Complex Setup (1 reviews) - Expensive (1 reviews) - Expensive Licensing (1 reviews) - Learning Curve (1 reviews) ### What Do G2 Reviewers Say About SAS Visual Forecasting? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of SAS Visual Forecasting, enhancing their efficiency with quick and intuitive workflows. - Users appreciate the **seamless integrations** in SAS Visual Forecasting, enhancing efficiency and ease of use significantly. - Users love the **ease of use and efficient data generation** in SAS Visual Forecasting, enhancing their modeling process. - Users appreciate the **time utilization efficiency** of SAS Visual Forecasting, enhancing productivity through effective large-scale forecasting. - Users praise the **accurate AI-generated analytics** of SAS Visual Forecasting, enhancing their decision-making process effortlessly. **Cons:** - Users find SAS Visual Forecasting to be **too complex** , requiring considerable support for effective implementation. - Users find the **setup overly complex** and require significant support for implementation of SAS Visual Forecasting. - Users find SAS Visual Forecasting **expensive** and challenging due to its steep learning curve for newcomers. - Users find the **licensing costs prohibitively high** , limiting accessibility for small businesses and startups. - Users find the **learning curve steep** , particularly for those unfamiliar with the SAS ecosystem, impacting usability. #### What Are Recent G2 Reviews of SAS Visual Forecasting? **"[Large-Scale Automated Forecasting Made Easy](https://www.g2.com/survey_responses/sas-visual-forecasting-review-12697738)"** **Rating:** 5.0/5.0 stars *— Josh A.* [Read full review](https://www.g2.com/survey_responses/sas-visual-forecasting-review-12697738) --- **"[Visual Forecasting for the win](https://www.g2.com/survey_responses/sas-visual-forecasting-review-9553078)"** **Rating:** 5.0/5.0 stars *— David G.* [Read full review](https://www.g2.com/survey_responses/sas-visual-forecasting-review-9553078) --- #### What Are G2 Users Discussing About SAS Visual Forecasting? - [What is SAS Visual Forecasting used for?](https://www.g2.com/discussions/what-is-sas-visual-forecasting-used-for) - 1 comment, 1 upvote ### 21. [The Ikigai platform](https://www.g2.com/products/the-ikigai-platform/reviews) Ikigai's operational BI platform transforms the way businesses make tactical decisions. Business-user-friendly UI/UX enables anyone to infuse and prepare data and run robust AI-powered analyses to achieve their business goals. DeepMatch stitches together even the most disparate datasets in minutes without any data pre-processing. This patented technology improves over time and learns from humans. The proprietary DeepCasting technology generates forecasts on as little as a few weeks of data, also with higher accuracy than any other method. Instead of comparing a handful of what-if scenarios, Ikigai's proprietary DeepPlan analysis evaluates up to 10^19 options and identifies the most optimal ones for any given parameters. Built upon cutting-edge MIT research on AI and machine learning, Ikigai is uniquely positioned to help operational teams improve the speed and accuracy of their decisions under uncertainty and constant change, ultimately increasing the ROI for their business, while making the latest data science techniques accessible to any data professional. Learn more https://www.ikigailabs.io **Average Rating:** 4.6/5.0 **Total Reviews:** 16 **How Do G2 Users Rate The Ikigai platform?** - **Quality of Support:** 9.7/10 (Category avg: 8.7/10) **Who Is the Company Behind The Ikigai platform?** - **Seller:** [Ikigai Labs](https://www.g2.com/sellers/ikigai-labs) - **HQ Location:** Singapore, Singapore - **Twitter:** @IkigaiInc (74 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/ikigai-labs/ **Who Uses This Product?** - **Company Size:** 63% Small-Business, 25% Enterprise #### What Are Recent G2 Reviews of The Ikigai platform? **"[Ikigai is a great tool for ML/AI no code projects](https://www.g2.com/survey_responses/the-ikigai-platform-review-8550685)"** **Rating:** 5.0/5.0 stars *— Aaron R.* [Read full review](https://www.g2.com/survey_responses/the-ikigai-platform-review-8550685) --- **"[Made it effortless](https://www.g2.com/survey_responses/the-ikigai-platform-review-8544679)"** **Rating:** 5.0/5.0 stars *— Winnie D.* [Read full review](https://www.g2.com/survey_responses/the-ikigai-platform-review-8544679) --- ### 22. [SensorMesh](https://www.g2.com/products/sensormesh/reviews) SensorMesh is an advanced wireless sensor network solution designed to operate autonomously without relying on external communication infrastructure. Utilizing LoRa Mesh technology, it enables seamless data collection and transmission across various industrial and energy sectors. By forming a mesh network of sensor nodes that communicate directly, SensorMesh ensures efficient data transfer without the need for cables or third-party networks, thereby reducing operational costs and enhancing system reliability, especially in challenging environments. Key Features and Functionality: - Autonomous Operation: Functions independently of traditional communication networks, making it ideal for remote or hard-to-reach areas. - Mesh Network Architecture: Employs sensor nodes that communicate directly with each other, facilitating efficient and reliable data transmission. - Cost-Effective Deployment: Eliminates the need for extensive cabling or external networks, reducing installation and maintenance expenses. - Versatile Sensor Compatibility: Supports a wide range of sensors to monitor various environmental and operational parameters. - Scalability: Easily expandable to accommodate additional sensors or nodes as monitoring needs grow. Primary Value and User Solutions: SensorMesh addresses the growing demand for low-cost, reliable remote monitoring solutions across multiple industries. In sectors like energy and manufacturing, continuous monitoring of operational and environmental variables is crucial for ensuring efficiency and safety. By operating independently of traditional communication networks, SensorMesh is particularly suitable for remote areas or locations where constructing conventional infrastructure would be too expensive or impractical. This autonomy makes remote monitoring accessible and cost-effective, improving operations and enhancing data-driven decision-making. Potential applications of SensorMesh extend beyond the energy sector, including industrial monitoring, precision agriculture, smart cities, and infrastructure monitoring. For instance, in industrial settings, it can track critical parameters such as temperature, vibration, and pressure across manufacturing facilities, enabling efficient operations and preemptive maintenance. In precision agriculture, it can monitor soil moisture, temperature, and climate conditions to optimize farming practices. In smart cities, SensorMesh can be used for remote monitoring of energy and water consumption, smart lighting, and environmental conditions, supporting sustainability in urban areas. Additionally, it can be employed for structural health monitoring of bridges, buildings, and critical infrastructure, helping to detect potential failures before they become problems. **Average Rating:** 4.4/5.0 **Total Reviews:** 6 **How Do G2 Users Rate SensorMesh?** - **Ease of Setup:** 8.9/10 (Category avg: 8.5/10) - **Ease of Admin:** 6.7/10 (Category avg: 8.5/10) - **Quality of Support:** 8.6/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 6.7/10 (Category avg: 8.8/10) **Who Is the Company Behind SensorMesh?** - **Seller:** [SensorMesh](https://www.g2.com/sellers/sensormesh) - **HQ Location:** New Zealand - **LinkedIn® Page:** https://www.linkedin.com/company/sensormesh-limited/about/ (2 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 67% Small-Business, 50% Mid-Market #### What Are Recent G2 Reviews of SensorMesh? **"[Perfect for remote locations](https://www.g2.com/survey_responses/sensormesh-review-9791093)"** **Rating:** 4.5/5.0 stars *— مريم علي .* [Read full review](https://www.g2.com/survey_responses/sensormesh-review-9791093) --- **"[Easy to spot trends and identify potential issues](https://www.g2.com/survey_responses/sensormesh-review-9885871)"** **Rating:** 4.5/5.0 stars *— Jack S.* [Read full review](https://www.g2.com/survey_responses/sensormesh-review-9885871) --- #### What Are G2 Users Discussing About SensorMesh? - [What is SensorMesh used for?](https://www.g2.com/discussions/what-is-sensormesh-used-for) ### 23. [SolutionSoft Systems](https://www.g2.com/products/solutionsoft-systems/reviews) Time Machine® by SolutionSoft Systems Inc. is a software solution that provides virtual clocks, enabling applications to simulate different dates and times without altering the system clock. This functionality is essential for testing date- and time-sensitive application logic, such as month-end, quarter-end, and year-end processing, billing cycles, workflow automation, regulatory compliance, and policy lifecycles. By facilitating time shift testing, Time Machine ensures that applications perform accurately across various temporal scenarios. Key Features and Functionality: - Virtual Clock Simulation: Allows applications to "time travel" to past or future dates for comprehensive testing. - Transparency: Operates without modifying the system clock or requiring code changes, ensuring seamless integration with existing applications and databases. - Broad Compatibility: Supports various environments, including Windows, Linux, Unix, Mainframe zLinux, Dockerized, Virtualized, On-Premises, and Cloud platforms. - Cost Efficiency: Reduces hardware and software expenses by eliminating the need for multiple test environments. - Productivity Enhancement: Accelerates engineering workflows by streamlining the testing process. - Risk Mitigation: Minimizes the potential for mission-critical application failures by enabling thorough testing. - Enterprise Security: Provides a unique solution for Active Directory or Kerberos date-based testing without compromising security protocols. - Time Zone Adjustment: Facilitates testing across different time zones to ensure global application consistency. - User Training: Offers training resources to help users effectively implement and utilize the software. Primary Value and Problem Solved: Time Machine addresses the challenges associated with testing date- and time-dependent application logic by providing a reliable and efficient method for simulating various temporal scenarios. Traditional methods, such as manually resetting system clocks, are time-consuming, error-prone, and often infeasible in environments secured by Active Directory or Kerberos. By offering a transparent and code-free solution, Time Machine enables organizations to conduct thorough testing, ensuring that applications function correctly across all time-related conditions. This leads to significant cost savings, enhanced productivity, and reduced risk of application failures, ultimately supporting the timely and budget-conscious completion of large-scale software projects. **Average Rating:** 4.7/5.0 **Total Reviews:** 5 **How Do G2 Users Rate SolutionSoft Systems?** - **Ease of Setup:** 9.4/10 (Category avg: 8.5/10) - **Ease of Admin:** 9.4/10 (Category avg: 8.5/10) - **Quality of Support:** 8.9/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.8/10) **Who Is the Company Behind SolutionSoft Systems?** - **Seller:** [Solution-Soft](https://www.g2.com/sellers/solution-soft) - **Year Founded:** 1993 - **HQ Location:** Santa Clara, US - **Twitter:** @solutionsofttm (465 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/2604845/admin (22 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 60% Enterprise, 40% Mid-Market #### What Are Recent G2 Reviews of SolutionSoft Systems? **"[Great Experience !](https://www.g2.com/survey_responses/solutionsoft-systems-review-6867414)"** **Rating:** 5.0/5.0 stars *— CA Abhishek J.* [Read full review](https://www.g2.com/survey_responses/solutionsoft-systems-review-6867414) --- **"[Level up your testing with Time Machine](https://www.g2.com/survey_responses/solutionsoft-systems-review-6867629)"** **Rating:** 4.5/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/solutionsoft-systems-review-6867629) --- ### 24. [The PI System](https://www.g2.com/products/the-pi-system/reviews) The PI System is an enterprise infrastructure for management of real-time data and events with tools and features to help you manage your data and more. **Average Rating:** 4.6/5.0 **Total Reviews:** 19 **How Do G2 Users Rate The PI System?** - **Ease of Setup:** 9.2/10 (Category avg: 8.5/10) - **Ease of Admin:** 9.7/10 (Category avg: 8.5/10) - **Quality of Support:** 8.2/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.8/10) **Who Is the Company Behind The PI System?** - **Seller:** [AVEVA](https://www.g2.com/sellers/aveva) - **Year Founded:** 1967 - **HQ Location:** Cambridge, GB - **Twitter:** @AVEVAGroup (15,381 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/14547/ (7,631 employees on LinkedIn®) - **Ownership:** LSE:AVV **Who Uses This Product?** - **Company Size:** 43% Mid-Market, 38% Enterprise #### What Are The PI System's Pros and Cons? **Cons:** - Complex Usability (1 reviews) - UX Design (1 reviews) - UX Improvement (1 reviews) ### What Do G2 Reviewers Say About The PI System? *AI-generated summary from verified user reviews* **Cons:** - Users find the **graphics on PI Vision** not user-friendly, which hampers their overall experience and efficiency. - Users find the **graphics on PI Vision not user-friendly** , which hinders their overall experience with the system. - Users find the **graphics on PI Vision not user friendly** , creating challenges during their interactions with the system. #### What Are Recent G2 Reviews of The PI System? **"[Powerful Plant Data Tracking with Easy Excel Integration](https://www.g2.com/survey_responses/the-pi-system-review-12722467)"** **Rating:** 4.5/5.0 stars *— Verified User in Manufacturing* [Read full review](https://www.g2.com/survey_responses/the-pi-system-review-12722467) --- **"[Databases, Pi Explorer, and Notifications That Deliver](https://www.g2.com/survey_responses/the-pi-system-review-12371464)"** **Rating:** 4.5/5.0 stars *— Ricardo R.* [Read full review](https://www.g2.com/survey_responses/the-pi-system-review-12371464) --- #### What Are G2 Users Discussing About The PI System? - [What is pi process?](https://www.g2.com/discussions/what-is-pi-process) - [What is PI Historian software?](https://www.g2.com/discussions/what-is-pi-historian-software) - [What is the function of PI system?](https://www.g2.com/discussions/what-is-the-function-of-pi-system) - [What is Pi software?](https://www.g2.com/discussions/what-is-pi-software) ### 25. [Apica](https://www.g2.com/products/apica-apica/reviews) Apica provides agentic-ready infrastructure purpose-built for the AI era. Apica helps enterprises take control of exploding telemetry volumes by providing the pipeline control, metrics foundation, and data readiness that AI agents demand, at up to 40% lower total cost of ownership than legacy observability platforms. Unlike platform-centric solutions that ingest everything indiscriminately and charge at every step, Apica's pipeline-first architecture processes, enriches, and governs telemetry before costly platform ingestion, giving enterprises clean, governed, real-time data without vendor lock-in. Apica Ascent, the only complete telemetry data management product suite purpose-built for agentic AI environments, serves global enterprises across financial services, healthcare, retail, telecommunications, and technology sectors. Recognized as a Visionary in the 2025 Gartner Magic Quadrant for Observability Platforms. Learn more at www.apica.io or visit docs.apica.io. **Average Rating:** 4.2/5.0 **Total Reviews:** 15 **How Do G2 Users Rate Apica?** - **Ease of Setup:** 5.8/10 (Category avg: 8.5/10) - **Ease of Admin:** 6.7/10 (Category avg: 8.5/10) - **Quality of Support:** 8.2/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 7.5/10 (Category avg: 8.8/10) **Who Is the Company Behind Apica?** - **Seller:** [Apica](https://www.g2.com/sellers/apica) - **Year Founded:** 2005 - **HQ Location:** Stockholm, SE - **LinkedIn® Page:** https://www.linkedin.com/company/apica-ab/ (83 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 47% Mid-Market, 33% Enterprise #### What Are Apica's Pros and Cons? **Pros:** - Ease of Use (3 reviews) - Real-time Monitoring (3 reviews) - Data Analysis (2 reviews) - Easy Setup (2 reviews) - Issue Detection (2 reviews) **Cons:** - Limited Features (2 reviews) - Missing Features (2 reviews) - Complex Setup (1 reviews) - Cost Issues (1 reviews) - Difficult Customization (1 reviews) ### What Do G2 Reviewers Say About Apica? *AI-generated summary from verified user reviews* **Pros:** - Users find Apica easy to use, enabling effortless testing with a **user-friendly interface** for all skill levels. - Users value the **real-time monitoring** capabilities of Apica, enabling proactive management of web application performance. - Users highlight the **real-time data analysis** capabilities of Apica, enabling effective identification of system opportunities and issues. - Users find Apica's **easy setup** beneficial, seamlessly integrating into their existing systems without technical hassles. - Users find **issue detection** effective with Circonus, leveraging real-time analytics to identify opportunities and system problems. **Cons:** - Users express concern over **limited features** in Apica, wishing for broader functionality during trials and usage. - Users find **missing features** in Circonus, wishing for a more comprehensive trial experience to better evaluate the tool. - Users find the **complex setup** of Apica time-consuming, requiring significant effort to customize for their needs. - Users consider the **high pricing scheme** of Apica a potential drawback, especially for smaller firms with tight budgets. - Users find the **difficult customization** process of Apica time-consuming, impacting readiness for production use. #### What Are Recent G2 Reviews of Apica? **"[Need to start monitoring?](https://www.g2.com/survey_responses/apica-review-8765673)"** **Rating:** 4.0/5.0 stars *— Mrinal C.* [Read full review](https://www.g2.com/survey_responses/apica-review-8765673) --- **"[Circonus: Infrastructure Monitoring without the Hardware Hassle](https://www.g2.com/survey_responses/apica-review-8783911)"** **Rating:** 5.0/5.0 stars *— Desmond C.* [Read full review](https://www.g2.com/survey_responses/apica-review-8783911) --- #### What Are G2 Users Discussing About Apica? - [What is Circonus used for?](https://www.g2.com/discussions/what-is-circonus-used-for) ## What Is Time Series Intelligence Software? [Analytics Tools & Software](https://www.g2.com/categories/analytics-tools-software) ## What Software Categories Are Similar to Time Series Intelligence Software? - [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics) - [Time Series Databases](https://www.g2.com/categories/time-series-databases) - [Manufacturing Intelligence Software](https://www.g2.com/categories/manufacturing-intelligence)