# Best Manufacturing Intelligence Software *By [Nathan Calabrese](https://research.g2.com/insights/author/nathan-calabrese)* Manufacturing intelligence software helps manufacturers gather, manage, and analyze production data from multiple sources to improve operations. Consolidated from software systems and production equipment alike, manufacturing data can be analyzed in real time within manufacturing intelligence tools to detect quality issues and identify opportunities to both reduce manufacturing costs and increase productivity. This type of software is used mainly by production managers and supervisors to monitor operations across multiple locations, but can also be used by employees to find the information they need to perform manufacturing tasks. Manufacturing intelligence software can be delivered as a standalone system or combined with manufacturing execution systems. This type of software needs to integrate with [ERP systems](https://www.g2.com/categories/erp-systems) to exchange production information and with [quality management software (QMS)](https://www.g2.com/categories/quality-management-qms) to help companies address quality issues. For optimal capture of shop floor data, manufacturing intelligence solutions should integrate with [Supervisory Control and Data Acquisition (SCADA) software](https://www.g2.com/categories/supervisory-control-and-data-acquisition-scada). To qualify for inclusion in the Manufacturing Intelligence category, a product must: - Gather manufacturing data from all systems and locations involved in production - Provide features to clean and structure manufacturing data to make easier to use - Deliver relevant information to the employees and managers involved in production - Analyze production data in real time and alert users based on predefined rules - Monitor KPIs and metrics for quality management, productivity, and cost control ## G2 Grid® for Manufacturing Intelligence Software ![G2 Grid® for Manufacturing Intelligence Software plotting products by satisfaction and market presence](https://www.g2.com/categories/manufacturing-intelligence/grids.png?focus%5B%5D=93721&focus%5B%5D=98576&focus%5B%5D=1192379&focus%5B%5D=161966&focus%5B%5D=120626&focus%5B%5D=1242756&focus%5B%5D=49518&focus%5B%5D=1222090) Highlighted products: MasterControl Manufacturing Excellence, Seeq, Fabriq, L2L, APEX, Lineview, Amper, and Factbird. Underlying data: [Grid® JSON](https://www.g2.com/categories/manufacturing-intelligence/grids.json?focus%5B%5D=mastercontrol-manufacturing-excellence&focus%5B%5D=seeq&focus%5B%5D=fabriq-fabriq&focus%5B%5D=l2l&focus%5B%5D=leandna-apex&focus%5B%5D=lineview&focus%5B%5D=amper&focus%5B%5D=factbird) ## How Many Manufacturing Intelligence Software Products Does G2 Track? **Total Products under this Category:** 155 ### Category Stats (Jul 2026) - **Average Rating**: 4.43/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Guidewheel (+1.29%) - Among all products in this category, Guidewheel recorded the largest rating increase compared to last month *Last updated: July 08, 2026* ## How Does G2 Rank Manufacturing Intelligence Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 2,100+ Authentic Reviews - 155+ 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 Manufacturing Intelligence Software Is Best for Your Use Case? - **Leader:** [MasterControl Manufacturing Excellence](https://www.g2.com/products/mastercontrol-manufacturing-excellence/reviews) - **Highest Performer:** [APEX](https://www.g2.com/products/leandna-apex/reviews) - **Easiest to Use:** [Fulcrum](https://www.g2.com/products/fulcrum-fulcrum/reviews) - **Top Trending:** [Amper](https://www.g2.com/products/amper/reviews) - **Best Free Software:** [Factbird](https://www.g2.com/products/factbird/reviews) --- **Sponsored** ### TrakSYS TrakSYS MES is a manufacturing execution system (MES) software platform that helps manufacturers manage, monitor, and optimize production operations by connecting, contextualizing, and acting on real-time shop floor data. TrakSYS MES is designed for discrete, process, and hybrid manufacturing environments and is used by operations leaders, plant managers, engineers, and IT teams to improve visibility, control, and performance across production processes. The platform serves as a central hub for collecting data from machines, systems, and personnel, transforming that data into actionable insights, and enabling coordinated execution of workflows on the factory floor. The system supports a wide range of manufacturing use cases, including production tracking, quality management, inventory and materials management, equipment monitoring, and workforce coordination. TrakSYS is typically deployed as part of broader digital transformation initiatives, where organizations seek to standardize processes, improve efficiency, ensure compliance, and enable data-driven decision-making across one or more sites. TrakSYS is flexible in its deployment and configuration, allowing organizations to start with targeted use cases and expand over time. It can be implemented on-premises, in the cloud, or in hybrid environments, and supports integration with enterprise systems such as ERP, SCADA, IoT platforms, and data analytics tools. Key features and capabilities include: • Production and operations management: Tracks orders, materials, and production performance in real time to support throughput, scheduling, and execution visibility • Quality and compliance management: Enables in-process quality checks, data collection, traceability, and support for regulatory requirements • Connected worker enablement: Provides digital workflows, task management, and guided procedures to support frontline operations and workforce coordination • Data integration and contextualization: Connects to machines, sensors, and business systems to unify operational data into a structured, usable format • Analytics and reporting: Delivers dashboards, KPIs, and reporting tools to monitor performance metrics such as OEE, downtime, and yield • Scalability and multi-site support: Supports single-site and global deployments with capabilities for standardization and centralized management By combining data collection, workflow execution, and analytics within a single platform, TrakSYS MES supports manufacturers in improving operational efficiency, reducing variability, and maintaining control over complex production environments. [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=1887&secure%5Bchosen_at%5D=2026-07-09T04%3A14%3A25Z&secure%5Bdisplayable_resource_id%5D=1868&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=1300&secure%5Bplacement_resource_ids%5D%5B%5D=1868&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=98744&secure%5Bresource_id%5D=1887&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fmanufacturing-intelligence&secure%5Btoken%5D=7a3892141b8e631f99b40a2eccf505efc3d8f22e17fd7e3204b576b39ac02950&secure%5Burl%5D=https%3A%2F%2Fwww.parsec-corp.com%2Fsolutions%2Fby-use-case%2Fconnected-worker%3Futm_source%3DG2%26utm_medium%3Dcpc%26utm_campaign%3Ddefault&secure%5Burl_type%5D=custom_url) --- ## What Are the Top-Rated Manufacturing Intelligence Software Products in 2026? ### 1. [MasterControl Manufacturing Excellence](https://www.g2.com/products/mastercontrol-manufacturing-excellence/reviews) MasterControl Manufacturing Excellence (Mx) is an AI-driven digital manufacturing platform made to help life sciences manufacturers eliminate millions of errors and deliver products to the market 70% faster. Mx enables completely paperless manufacturing with production records (EBR/eDHR) to our modern MES features to electronic logbooks and asset management. **Average Rating:** 4.4/5.0 **Total Reviews:** 142 **How Do G2 Users Rate MasterControl Manufacturing Excellence?** - **Dashboards:** 6.7/10 (Category avg: 8.6/10) - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.0/10) **Who Is the Company Behind MasterControl Manufacturing Excellence?** - **Seller:** [MasterControl](https://www.g2.com/sellers/mastercontrol) - **Company Website:** https://www.mastercontrol.com?utm_source=linkedin&utm_medium=about&utm_campaign=l1nk3din-sm - **Year Founded:** 1993 - **HQ Location:** Salt Lake City, UT - **Twitter:** @MCMasterControl (6,258 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/23070/ (742 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Pharmaceuticals, Biotechnology - **Company Size:** 66% Mid-Market, 22% Enterprise #### What Are MasterControl Manufacturing Excellence's Pros and Cons? **Pros:** - Ease of Use (35 reviews) - Error Reduction (13 reviews) - Customer Support (12 reviews) - Features (12 reviews) - Improvement (12 reviews) **Cons:** - Limited Functionality (15 reviews) - Rigidity (8 reviews) - Complex Usability (7 reviews) - Training Difficulties (7 reviews) - Software Bugs (6 reviews) ### What Do G2 Reviewers Say About MasterControl Manufacturing Excellence? *AI-generated summary from verified user reviews* **Pros:** - Users find the **ease of use** in MasterControl Manufacturing Excellence enhances efficiency and reduces human error. - Users appreciate the **clear reduction in process errors** with MasterControl MX, streamlining document creation and compliance. - Users commend the **excellent customer support** of MasterControl, enhancing their overall experience and efficiency in production. - Users value the **intuitive platform** of MasterControl Manufacturing Excellence, enhancing efficiency and reducing errors in document creation. - Users highlight the **efficiency improvements** from switching to electronic records, saving time and enhancing regulatory compliance. **Cons:** - Users find the **limited functionality** of MasterControl Manufacturing Excellence restricts certain processes and features needed for optimal use. - Users find the platform's **rigidity** limits flexibility in configuring workflows and personalizing module development. - Users find the **complex usability** of MasterControl Manufacturing Excellence challenging, particularly in configuring workflows and using templates. - Users face **training difficulties** with MasterControl, as adapting to its new system requires extensive learning and practice. - Users report **frequent software bugs** and inadequate customer support, leading to frustration and disrupted workflow. #### What Are Recent G2 Reviews of MasterControl Manufacturing Excellence? **"[Mx for Life Sciences](https://www.g2.com/survey_responses/mastercontrol-manufacturing-excellence-review-8512559)"** **Rating:** 4.0/5.0 stars *— Verified User in Pharmaceuticals* [Read full review](https://www.g2.com/survey_responses/mastercontrol-manufacturing-excellence-review-8512559) --- **"[Digital, Scalable Manufacturing with Real-Time Visibility](https://www.g2.com/survey_responses/mastercontrol-manufacturing-excellence-review-12844962)"** **Rating:** 4.5/5.0 stars *— Verified User in Biotechnology* [Read full review](https://www.g2.com/survey_responses/mastercontrol-manufacturing-excellence-review-12844962) --- #### What Are G2 Users Discussing About MasterControl Manufacturing Excellence? - [What is MasterControl Manufacturing Excellence used for?](https://www.g2.com/discussions/what-is-mastercontrol-manufacturing-excellence-used-for) ### 2. [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?** - **Dashboards:** 7.6/10 (Category avg: 8.6/10) - **Aggregation:** 8.3/10 (Category avg: 8.4/10) - **Propagation:** 7.7/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10) **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 **effective data analysis capabilities** of Seeq, enabling insightful visualization and knowledge sharing across teams. - Users find Seeq's **ease of use** impressive, enabling quick data analysis and efficient decision-making across various professions. - Users find Seeq's **user-friendly interface and automation** invaluable for quickly gaining actionable insights and enhancing performance. - Users value the **intuitive analysis capabilities** of Seeq, simplifying time series data exploration and trend identification. - Users value the **automation capabilities** of Seeq, significantly enhancing data analysis efficiency and decision-making speed. **Cons:** - Users find the **difficult learning** curve of Seeq challenging, especially when navigating its complex features alone. - Users find Seeq's interface **not user friendly** , struggling with time series visualization and AI agent confusion. - Users find the **learning curve steep** , requiring assistance to effectively utilize Seeq's advanced features. - Users find **learning Seeq challenging** , especially mastering formulas and navigating the tool without guidance. - Users find the **interface not user friendly** , hindering effective visualization of LIMS quality and time series data. #### 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) ### 3. [Fabriq](https://www.g2.com/products/fabriq-fabriq/reviews) Fabriq is a Daily Management Solution that empowers manufacturing and logistics organizations to meet daily performance targets, align shopfloor and leadership teams, enforce standards, and scale operational excellence. With Fabriq, industrial groups achieve up to 30% efficiency gains by bridging the gap between their operational model and frontline execution. Fabriq provides a flexible, AI optimised, all-in-one platform that brings transparency, accelerates problem-solving, and improves efficiency across all daily operations use cases, including: - Gemba walks & field audits - Event tracking - Daily meetings & visual management - KPIs & issue escalation - Problem solving - Project management Fabriq integrates seamlessly with your tool stack (ERP, MES, CMMS, BI, etc.) to retrieve key information (KPIs, production data…) or enrich your systems with field insights. Key Benefits Operational Clarity at Every Level Drive visibility, accountability, and alignment from the shop floor to the C-suite. Agile Execution & a Culture of Operational Excellence Empower teams to act quickly, solve problems faster, and continuously improve—without friction. Scalable ROI Without Complexity Deliver measurable value fast, without the burden of large IT projects or overly complex tools. Standardization at Scale For multi-site organizations, Fabriq provides the tools and control needed to implement standards consistently across all sites while maintaining the flexibility to adapt to local realities. Examples of customer Impact +80% First-Pass Yield 5,000+ hours saved per site every year Problems solved 2× faster Global Footprint Deployed in more than 56 countries, Fabriq supports 200+ manufacturing organizations of all maturity levels on their journey toward operational excellence—from SMBs across all sectors to industry leaders like Nexans, Lonza, Scania, LVMH Fragrance Brands, Danone, and Elanco. **Average Rating:** 4.6/5.0 **Total Reviews:** 51 **How Do G2 Users Rate Fabriq?** - **Dashboards:** 8.6/10 (Category avg: 8.6/10) - **Aggregation:** 8.3/10 (Category avg: 8.4/10) - **Propagation:** 8.1/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.0/10) **Who Is the Company Behind Fabriq?** - **Seller:** [Fabriq](https://www.g2.com/sellers/fabriq) - **Year Founded:** 2019 - **HQ Location:** Paris, FR - **LinkedIn® Page:** https://www.linkedin.com/company/fabriq-team/ (136 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Electrical/Electronic Manufacturing, Food Production - **Company Size:** 51% Mid-Market, 24% Enterprise #### What Are Fabriq's Pros and Cons? **Pros:** - Ease of Use (6 reviews) - Intuitive (4 reviews) - User Interface (3 reviews) - Communication (2 reviews) - Features (2 reviews) **Cons:** - Limited Export (2 reviews) - Complex Usability (1 reviews) - Integration Issues (1 reviews) - Limited Customization (1 reviews) - Limited Features (1 reviews) ### What Do G2 Reviewers Say About Fabriq? *AI-generated summary from verified user reviews* **Pros:** - Users find Fabriq **easy to use and intuitive** , enhancing collaboration across multiple sites and diverse teams. - Users value the **intuitive interface** of Fabriq, making it easy for all team members to adopt. - Users value the **intuitive and user-friendly interface** of Fabriq, enhancing adoption across all organizational levels. - Users value Fabriq's **easy communication** , enhancing collaboration and integration across teams for seamless operations. - Users value the **intuitive interface and stability** of Fabriq, enhancing adoption and daily operations across organizations. **Cons:** - Users find the **limited export options** and tricky KPI integrations frustrating when using Fabriq. - Users find the **complex usability** of Fabriq challenging, especially during dashboard creation and modifications. - Users find the **export and integration of KPIs tricky** , which complicates their experience with Fabriq. - Users feel the **limited customization** in Fabriq hampers the effectiveness of the dashboard and its features. - Users find the **limited features** of Fabriq restrict customization and integration options, impacting overall effectiveness. #### What Are Recent G2 Reviews of Fabriq? **"[Collaboration and organization optimized thanks to Fabriq](https://www.g2.com/survey_responses/fabriq-review-12205697)"** **Rating:** 4.5/5.0 stars *— Adrien S.* [Read full review](https://www.g2.com/survey_responses/fabriq-review-12205697) --- **"[An Essential Visual Tool to energize our communication through our AIC and manage our action plans](https://www.g2.com/survey_responses/fabriq-review-12083326)"** **Rating:** 5.0/5.0 stars *— Christelle P.* [Read full review](https://www.g2.com/survey_responses/fabriq-review-12083326) --- ### 4. [L2L](https://www.g2.com/products/l2l/reviews) L2L is the Connected Manufacturing Operations Platform that eliminates downtime and increases productivity. Our platform delivers real-time guidance to frontline teams, unified control for operations leaders, and measurable insights for global executives. By digitizing frontline guidance and unifying system connectivity, we help manufacturers uncover, dispatch, and fix problems instantly, saving our customers over $5B annually in downtime costs. Why Manufacturers Choose L2L: - Fast Time to Value: Unlike legacy software that takes years to implement, our flexible approach delivers measurable impact in as little as 16 weeks. We provide a proven roadmap that allows you to start with maintenance stability and scale to total operational excellence. - By Manufacturers for Manufacturers: We don't just understand your challenges; we've lived them. L2L was built up from the shop floor and our team has decades of hands-on manufacturing experience. - Unified Shop Floor Execution: Stop chasing information across disparate systems. L2L unifies point systems like ERP, CMMS, MES, and more into one easy to use system for the frontline. Eliminate Blockers. Drive Productivity with L2L. **Average Rating:** 4.3/5.0 **Total Reviews:** 215 **How Do G2 Users Rate L2L?** - **Dashboards:** 8.7/10 (Category avg: 8.6/10) - **Aggregation:** 8.1/10 (Category avg: 8.4/10) - **Propagation:** 8.0/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.0/10) **Who Is the Company Behind L2L?** - **Seller:** [L2L](https://www.g2.com/sellers/l2l) - **Company Website:** https://www.l2l.com - **Year Founded:** 2010 - **HQ Location:** Salt Lake City, US - **Twitter:** @Leading2Lean (347 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/l2l-manufacturingsoftware/ (172 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Manufacturing, Automotive - **Company Size:** 61% Mid-Market, 31% Enterprise #### What Are L2L's Pros and Cons? **Pros:** - Ease of Use (97 reviews) - Easy Creation (30 reviews) - Features (29 reviews) - Instruction Creation (29 reviews) - Efficiency (24 reviews) **Cons:** - Limited Options (21 reviews) - Limited Features (16 reviews) - Editing Difficulties (14 reviews) - Complex Usability (12 reviews) - Missing Features (12 reviews) ### What Do G2 Reviewers Say About L2L? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **ease of use** of L2L, enabling quick setup and efficient task management across devices. - Users highlight the **easy creation** process of L2L, making guide development quick and intuitive for all users. - Users value the **ease of use and robust functionality** of L2L, enhancing task management and operational tracking. - Users value the **ease of instruction creation** with SwipeGuide, noting its intuitive interface and quick setup. - Users highlight the **increased efficiency** of L2L, streamlining operations and enhancing productivity with ease of use. **Cons:** - Users highlight the **limited options** for managing SOPs, leading to difficulties in data retrieval and functionality. - Users are frustrated by the **limited features** of L2L, impacting usability and access to essential information. - Users find **editing difficulties** frustrating, especially with limited options and issues like cursor misalignment. - Users find the **complex usability** of L2L challenging, particularly with setting up and navigating new features. - Users are frustrated by **missing features** that hinder data visibility and complicate retrieval processes in L2L. #### What Are Recent G2 Reviews of L2L? **"[SG has been an absolute game changer for training and consistent quality on our production floor!](https://www.g2.com/survey_responses/l2l-review-8798690)"** **Rating:** 5.0/5.0 stars *— Margaret K.* [Read full review](https://www.g2.com/survey_responses/l2l-review-8798690) --- **"[Easy to Use, Keeps Our Plant Connected and Informed](https://www.g2.com/survey_responses/l2l-review-12417602)"** **Rating:** 4.5/5.0 stars *— Desiree A.* [Read full review](https://www.g2.com/survey_responses/l2l-review-12417602) --- #### What Are G2 Users Discussing About L2L? - [What is L2L Smart Manufacturing Platform used for?](https://www.g2.com/discussions/what-is-l2l-smart-manufacturing-platform-used-for) - [What is SwipeGuide used for?](https://www.g2.com/discussions/what-is-swipeguide-used-for) - 1 comment ### 5. [APEX](https://www.g2.com/products/leandna-apex/reviews) APEX by LeanDNA is the factory-focused platform for AI-powered expert execution to establish command of supply planning and materials management. It powers optimized decisions and operations through materials visibility, predictive insights, supplier collaboration, and recommended actions. APEX synchronizes people, materials, and sites with data centralization, AI, and machine learning to analyze supply conditions, predict risks, connect across suppliers, and outline the best actions to protect and optimize production. With core capabilities spanning data visibility and AI, supply insights, procurement management, and inventory optimization, APEX transforms fragmented data into supply chain intelligence that drives confident, precise execution. Teams eliminate operational guesswork, respond faster to disruption, and improve performance with smarter prioritization and optimized supply strategies. **Average Rating:** 4.5/5.0 **Total Reviews:** 128 **How Do G2 Users Rate APEX?** - **Dashboards:** 8.1/10 (Category avg: 8.6/10) - **Aggregation:** 8.1/10 (Category avg: 8.4/10) - **Propagation:** 7.4/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.0/10) **Who Is the Company Behind APEX?** - **Seller:** [LeanDNA](https://www.g2.com/sellers/leandna) - **Company Website:** https://www.leandna.com - **Year Founded:** 2014 - **HQ Location:** Austin, Texas, United States - **LinkedIn® Page:** https://www.linkedin.com/company/leandna/ (91 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Approvisionneur - **Top Industries:** Manufacturing, Aviation & Aerospace - **Company Size:** 51% Mid-Market, 38% Enterprise #### What Are APEX's Pros and Cons? **Pros:** - Ease of Use (31 reviews) - Customer Support (21 reviews) - Inventory Management (20 reviews) - Features (15 reviews) - Time-saving (13 reviews) **Cons:** - Complex Usability (10 reviews) - Limited Customization (6 reviews) - Missing Features (6 reviews) - Data Inaccuracy (5 reviews) - Learning Curve (5 reviews) ### What Do G2 Reviewers Say About APEX? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** with APEX, praising its intuitive interface and excellent support for effective analysis. - Users commend the **fast and responsive customer support** from APEX, enhancing their overall experience and collaboration. - Users value the **comprehensive inventory management** features of APEX, enabling effective supply chain oversight and risk anticipation. - Users value the **visibility and structure** provided by LeanDNA, enhancing supplier communication and performance management. - Users commend APEX for its **time-saving capabilities** , streamlining workflows and enhancing productivity significantly. **Cons:** - Users find the **complex usability** of APEX frustrating, particularly with dashboard editing and report explanations. - Users feel frustrated with the **limited customization** options in APEX, impacting their overall experience and flexibility. - Users find the **missing filtering options** and limited supplier performance adjustments frustrating, impacting analysis and decision-making. - Users observe **data inaccuracy** with APEX, indicating it still requires improvement and better real-time updates. - Users find the **learning curve steep** , but support helps resolve confusion and improves understanding over time. #### What Are Recent G2 Reviews of APEX? **"[Plan based on data? With LeanDNA, it's easy!](https://www.g2.com/survey_responses/apex-review-11331720)"** **Rating:** 4.5/5.0 stars *— Luiz G.* [Read full review](https://www.g2.com/survey_responses/apex-review-11331720) --- **"[Insightful Dashboard and Real-Time Updates, But Needs Better Warehouse KPIs](https://www.g2.com/survey_responses/apex-review-11848758)"** **Rating:** 5.0/5.0 stars *— Michael T.* [Read full review](https://www.g2.com/survey_responses/apex-review-11848758) --- ### 6. [Lineview](https://www.g2.com/products/lineview/reviews) LineView is a manufacturing efficiency software that helps companies improve their bottling and packaging operations. It is the only software on the market that guarantees a minimum 10% increase in overall equipment effectiveness (OEE) within six months of use. LineView is designed specifically for high-speed production lines and offers features and add-ons that cater to the unique needs of bottling and packaging operations. It combines powerful software with operational excellence routines to increase production capacity without adding additional resources. LineView also provides automated insights that help shift leaders and managers make good decisions on the fly, without having to spend hours analyzing data. The software is easy to set up and use, and offers faster ROI compared to traditional MES or SCADA systems. With LineView, teams can see the immediate impact of their actions and ramp-up time from order to delivery is faster. **Average Rating:** 4.5/5.0 **Total Reviews:** 24 **How Do G2 Users Rate Lineview?** - **Dashboards:** 4.2/10 (Category avg: 8.6/10) - **Aggregation:** 6.7/10 (Category avg: 8.4/10) - **Propagation:** 1.7/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10) **Who Is the Company Behind Lineview?** - **Seller:** [LineView Solutions](https://www.g2.com/sellers/lineview-solutions) - **Company Website:** https://lineview.com - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Food & Beverages, Manufacturing - **Company Size:** 50% Mid-Market, 38% Enterprise #### What Are Lineview's Pros and Cons? **Pros:** - Improvement (9 reviews) - Efficiency (6 reviews) - Customer Support (5 reviews) - Real-time Monitoring (5 reviews) - Features (3 reviews) **Cons:** - Complex Usability (5 reviews) - Limited Functionality (3 reviews) - Confusing Interface (2 reviews) - Limited Customization (2 reviews) - Not User-Friendly (2 reviews) ### What Do G2 Reviewers Say About Lineview? *AI-generated summary from verified user reviews* **Pros:** - Users commend LineView for its **automatic categorization of losses** , enhancing operational efficiency and data-driven decision-making. - Users value the **enhanced efficiency** of Lineview, enabling real-time data analysis that drives informed operational decisions. - Users value the **exceptional customer support** from Lineview, enhancing their experience with knowledgeable and passionate assistance. - Users value the **real-time monitoring** of Lineview, enhancing visibility and driving improvements in production efficiency. - Users value the **live production insights** and **automated loss categorization** features in Lineview, enhancing efficiency and analysis. **Cons:** - Users find the **complex usability** of Lineview overwhelming, hindering their ability to efficiently navigate and manage data. - Users find the **limited functionality** of Lineview challenging, especially with manual data entry and inflexible reporting options. - Users find the **interface confusing** , struggling with overwhelming colors and limited customization options that hinder their workflow. - Users find **limited customization** options with Lineview, wishing for more control over the interface and reporting features. - Users find Lineview **not user-friendly** due to manual inputs and complex initial setups, complicating their operations. #### What Are Recent G2 Reviews of Lineview? **"[CI usage](https://www.g2.com/survey_responses/lineview-review-12943918)"** **Rating:** 4.0/5.0 stars *— Verified User in Food & Beverages* [Read full review](https://www.g2.com/survey_responses/lineview-review-12943918) --- **"[Insightful Dashboards and Strong Collaborative Support](https://www.g2.com/survey_responses/lineview-review-11626869)"** **Rating:** 5.0/5.0 stars *— Gareth P.* [Read full review](https://www.g2.com/survey_responses/lineview-review-11626869) --- ### 7. [Amper](https://www.g2.com/products/amper/reviews) Amper FactoryOS is designed to assist manufacturers in tracking, planning, executing, and enhancing their operations. This innovative solution leverages real-time Internet of Things (IoT) data to provide a comprehensive view of manufacturing processes, ensuring that users can monitor and control their shop floor activities effectively. With a focus on security, integration, and operational workflows, FactoryOS serves as a centralized hub for all manufacturing data, enabling businesses to optimize their performance. The target audience for Amper FactoryOS includes manufacturers of all sizes looking to improve their operational efficiency and decision-making capabilities. This system is particularly beneficial for organizations that require seamless integration with existing Enterprise Resource Planning (ERP) systems, as it enhances connectivity and data flow between various manufacturing processes. By utilizing FactoryOS, manufacturers can streamline their operations, reduce downtime, and ultimately increase productivity. Key features of Amper FactoryOS include real-time data collection from machines, teams, and jobs, which provides users with live visibility into their operations. This functionality allows manufacturers to identify bottlenecks, monitor performance metrics, and make informed decisions based on accurate data. Additionally, the system's robust integrations ensure that it can easily connect with other software solutions, facilitating a more cohesive manufacturing environment. The stringent security standards implemented within FactoryOS also ensure that sensitive data remains protected, giving users peace of mind as they manage their operations. The benefits of using Amper FactoryOS extend beyond mere data collection. By automating insights and providing a clear overview of shop floor activities, manufacturers can enhance their operational workflows and drive continuous improvement. The ability to make data-driven decisions empowers organizations to respond quickly to changing market demands and optimize their resource allocation. As a turnkey solution, FactoryOS simplifies the implementation process, allowing manufacturers to focus on their core operations while enjoying the advantages of a modern MES. **Average Rating:** 4.4/5.0 **Total Reviews:** 24 **How Do G2 Users Rate Amper?** - **Dashboards:** 9.4/10 (Category avg: 8.6/10) - **Aggregation:** 8.0/10 (Category avg: 8.4/10) - **Propagation:** 7.3/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.0/10) **Who Is the Company Behind Amper?** - **Seller:** [ECI Software Solutions](https://www.g2.com/sellers/eci-software-solutions-9e86cb19-2c01-4708-a6d8-ce055f0aff6d) - **Year Founded:** 1999 - **HQ Location:** Westlake, US - **Twitter:** @ECISolutions (1,641 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/eci-software--solutions/ (1,662 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Manufacturing, Machinery - **Company Size:** 58% Mid-Market, 42% Small-Business #### What Are Amper's Pros and Cons? **Pros:** - Customer Support (11 reviews) - Ease of Use (10 reviews) - Features (10 reviews) - Efficiency (7 reviews) - Real-time Tracking (7 reviews) **Cons:** - Complex Usability (9 reviews) - Feature Limitations (6 reviews) - Limited Functionality (5 reviews) - Connectivity Issues (4 reviews) - Data Management Issues (4 reviews) ### What Do G2 Reviewers Say About Amper? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **A+ customer support** of Amper, which significantly enhances their experience and overall satisfaction. - Users value the **ease of use** and seamless integration of Amper, enhancing their data display experience. - Users appreciate Amper's **customization capabilities** , enhancing data management and improving communication across different operational levels. - Users appreciate Amper for its **efficiency in real-time insights** , enabling better management and quick problem resolution on the shop floor. - Users value the **real-time tracking** of Amper, enabling swift responses to production issues and enhancing plant efficiency. **Cons:** - Users find the **complex usability** of Amper challenging, especially regarding manual cycle time tracking and data accuracy. - Users highlight **feature limitations** in Amper, particularly regarding multilingual support and unnecessary tools for niche needs. - Users face challenges due to **limited functionality** in Amper, leading to confusion and inaccurate data collection. - Users experience occasional **connectivity issues** that can disrupt functionality, especially in challenging wireless environments. - Users face **data management issues** requiring constant oversight, leading to potential inaccuracies and time-consuming processes. #### What Are Recent G2 Reviews of Amper? **"[Good software to transform data in information in real time](https://www.g2.com/survey_responses/amper-review-11407126)"** **Rating:** 4.5/5.0 stars *— Mário Cesar M.* [Read full review](https://www.g2.com/survey_responses/amper-review-11407126) --- **"[Insightful Monitoring with Essential Data Visibility](https://www.g2.com/survey_responses/amper-review-10959280)"** **Rating:** 4.0/5.0 stars *— Verified User in Manufacturing* [Read full review](https://www.g2.com/survey_responses/amper-review-10959280) --- ### 8. [Factbird](https://www.g2.com/products/factbird/reviews) Factbird is a manufacturing intelligence solution designed to help users streamline data gathering and analysis across various manufacturing processes. By integrating advanced technology with practical applications, Factbird aims to enhance operational efficiency, optimize processes, and promote sustainable practices within the manufacturing sector. This innovative system is tailored for manufacturers seeking to leverage data for continuous improvement and informed decision-making. The product combines edge devices, sensors, and cameras to facilitate in-depth data acquisition, ensuring that manufacturers can capture critical information in real time. The accompanying cloud-based application processes this data, transforming it into actionable insights that drive operational performance. Factbird is particularly suited for both small and large enterprises, making it an ideal choice for production managers, quality assurance teams, and maintenance personnel who require reliable data to monitor performance and implement corrective actions. Factbird's key features include built-in Overall Equipment Effectiveness (OEE) calculations and production monitoring tools, which enable users to evaluate their manufacturing efficiency accurately. The system's video capture capabilities and historical data analytics support ongoing improvements by providing insights into past performance, allowing organizations to identify trends and areas for enhancement. Additionally, Factbird facilitates process and quality performance management, ensuring that manufacturers can maintain high standards throughout their operations. Another significant benefit of Factbird is its focus on maintenance management. The solution supports both corrective and proactive maintenance strategies by providing real-time and historical equipment data, allowing users to anticipate potential issues before they escalate. This proactive approach helps minimize downtime and enhances overall productivity. Furthermore, the application tracks and analyzes utility consumption during production processes, enabling manufacturers to identify areas for energy savings and sustainability initiatives, which are increasingly important in today’s manufacturing landscape. Factbird stands out in the manufacturing intelligence category by offering a holistic approach to data analysis and operational optimization. By empowering manufacturers to achieve their goals effectively, Factbird not only enhances productivity but also promotes a culture of continuous improvement and sustainability within the manufacturing sector. **Average Rating:** 4.5/5.0 **Total Reviews:** 61 **How Do G2 Users Rate Factbird?** - **Dashboards:** 8.1/10 (Category avg: 8.6/10) - **Aggregation:** 8.1/10 (Category avg: 8.4/10) - **Propagation:** 7.5/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10) **Who Is the Company Behind Factbird?** - **Seller:** [Factbird](https://www.g2.com/sellers/factbird) - **Company Website:** https://www.factbird.com/ - **Year Founded:** 2016 - **HQ Location:** Copenhagen, DK - **Twitter:** @factbird_aps (16 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/factbird-aps/ (91 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Food Production, Pharmaceuticals - **Company Size:** 61% Mid-Market, 23% Small-Business #### What Are Factbird's Pros and Cons? **Pros:** - Ease of Use (11 reviews) - Customer Support (5 reviews) - Quality (5 reviews) - Setup Ease (5 reviews) - User Interface (5 reviews) **Cons:** - Complex Usability (5 reviews) - Difficult Learning (4 reviews) - Limited Customization (2 reviews) - Confusing Procedures (1 reviews) - Inadequate Analytics (1 reviews) ### What Do G2 Reviewers Say About Factbird? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Factbird, enjoying seamless installations and intuitive interfaces for effortless data access. - Users highly value the **responsive and helpful customer support** provided by Factbird, enhancing the overall experience. - Users appreciate the **reliable performance** of Factbird, enhancing operational metrics and live data tracking effectively. - Users commend the **super easy setup** of Factbird, enhanced by excellent customer support and intuitive design. - Users enjoy the **modern and intuitive user interface** of Factbird, enhancing navigation and data visualization effortlessly. **Cons:** - Users face **complex usability issues** with Factbird due to misunderstandings of terms and lack of beginner guides. - Users find the initial setup and **difficult learning curve** challenging, needing assistance to fully utilize Factbird's capabilities. - Users find the **limited customization** options of Factbird hinder their ability to tailor the tool to specific needs. - Users find the **sensor configuration process confusing** , which complicates their overall experience with Factbird. - Users face challenges with **inadequate analytics** due to unclear terminology, leading to misinterpretations of data. #### What Are Recent G2 Reviews of Factbird? **"[Easy interface and attractive visual design](https://www.g2.com/survey_responses/factbird-review-11621274)"** **Rating:** 4.5/5.0 stars *— Pablo C.* [Read full review](https://www.g2.com/survey_responses/factbird-review-11621274) --- **"[Effortless Setup with Unparalleled Support](https://www.g2.com/survey_responses/factbird-review-12407600)"** **Rating:** 5.0/5.0 stars *— Alex t.* [Read full review](https://www.g2.com/survey_responses/factbird-review-12407600) --- ### 9. [TRACTIAN](https://www.g2.com/products/tractian-tractian/reviews) Tractian is the AI-powered platform for Predictive Maintenance and Production Performance chosen by 1,500 of the world’s most demanding manufacturers. We provide an end-to-end "Plug & Play" ecosystem that combines IoT sensors, software, and patented AI to protect operations and cut unplanned downtime. Trusted by global leaders like Bosch, KraftHeinz, Stellantis, Whirlpool, and Cummins, Tractian enables maintenance, reliability, and production teams to: ✔️Catch failures weeks in advance with real-time machine health monitoring ✔️Have full visibility of the plant through high-fidelity data sampled by industrial-grade sensors ✔️Meet demand and hit production goals with performance tracking ✔️Unify the shop floor with tools for maintenance and production teams Backed by its own security management system certified with ISO 27001 and SOC 2 Type II, Tractian can deliver up to 7x ROI in the first year and reduce unplanned downtime by 43%. **Average Rating:** 4.7/5.0 **Total Reviews:** 53 **How Do G2 Users Rate TRACTIAN?** - **Dashboards:** 9.6/10 (Category avg: 8.6/10) - **Aggregation:** 9.6/10 (Category avg: 8.4/10) - **Propagation:** 8.8/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10) **Who Is the Company Behind TRACTIAN?** - **Seller:** [Tractian](https://www.g2.com/sellers/tractian) - **Company Website:** https://tractian.com/ - **Year Founded:** 2019 - **HQ Location:** Atlanta, GA - **Twitter:** @tractian (523 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/get-tractian (444 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Manufacturing, Food & Beverages - **Company Size:** 42% Mid-Market, 21% Small-Business #### What Are TRACTIAN's Pros and Cons? **Pros:** - Ease of Use (23 reviews) - Customer Support (14 reviews) - Real-time Monitoring (13 reviews) - Real-Time Monitoring (12 reviews) - Efficiency (11 reviews) **Cons:** - Complex Usability (10 reviews) - Difficult Learning (9 reviews) - Expensive (6 reviews) - Learning Curve (5 reviews) - Usability Issues (4 reviews) ### What Do G2 Reviewers Say About TRACTIAN? *AI-generated summary from verified user reviews* **Pros:** - Users find TRACTIAN's interface to be **very user-friendly** , enabling simple interpretation and easy implementation for effective monitoring. - Users praise the **timely and precise customer support** of TRACTIAN, enhancing their overall experience and satisfaction. - Users appreciate the **real-time monitoring** of TRACTIAN, facilitating effective equipment management and reducing unplanned downtime. - Users appreciate TRACTIAN for its **real-time monitoring capabilities** , enhancing equipment management and reducing unexpected downtimes. - Users value the **efficiency** of TRACTIAN, enhancing productivity by streamlining machine health tracking and maintenance processes. **Cons:** - Users find the **complex usability** of TRACTIAN challenging, particularly for phone interfaces and intricate setups. - Users find the **difficult learning curve** challenging, requiring significant training to utilize TRACTIAN's features effectively. - Users feel the product is **expensive** , requiring a budget adjustment and additional training for effective use. - Users note a **steep learning curve** , requiring training and time to navigate TRACTIAN effectively, especially for complex setups. - Users find the **usability issues** in TRACTIAN frustrating, particularly with complex setups and unclear mobile interface. #### What Are Recent G2 Reviews of TRACTIAN? **"[Streamlines Asset Monitoring with Ease](https://www.g2.com/survey_responses/tractian-review-12695371)"** **Rating:** 5.0/5.0 stars *— Jane G.* [Read full review](https://www.g2.com/survey_responses/tractian-review-12695371) --- **"[Versatile OEE and CMMS, but Setup Needs Improvement](https://www.g2.com/survey_responses/tractian-review-12679275)"** **Rating:** 4.5/5.0 stars *— Thomas T.* [Read full review](https://www.g2.com/survey_responses/tractian-review-12679275) --- ### 10. [Fulcrum](https://www.g2.com/products/fulcrum-fulcrum/reviews) Fulcrum replaces ERP, MRP, QMS, and MES with a Manufacturing Software-as-a-Service (SaaS) platform, allowing small and mid-sized manufacturers to improve efficiency through workflow optimization and automated data collection. Fulcrum delivers value through a fully digital, paperless workflow leveraging machine learning, automation, predictive analytics, and advanced heuristics to drive throughput and profitability. Software doesn't have to be complicated. The software you use in your personal life (Facebook, Uber, Amazon, etc.) is intuitive, and you don't need training to understand how it works. Why should your business software be any different? We're helping manufacturers transition to cutting-edge, future-proof software that lowers the stress of everyday operations, gets more out of good employees who are difficult to hire, automates tedious tasks, and operates more efficiently than what exists in the manufacturing software space today. **Average Rating:** 4.9/5.0 **Total Reviews:** 31 **How Do G2 Users Rate Fulcrum?** - **Dashboards:** 7.8/10 (Category avg: 8.6/10) - **Aggregation:** 8.9/10 (Category avg: 8.4/10) - **Propagation:** 9.4/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.9/10 (Category avg: 9.0/10) **Who Is the Company Behind Fulcrum?** - **Seller:** [Fulcrum](https://www.g2.com/sellers/fulcrum-99553cd4-cff4-4d2f-a1a5-7cd0a1cf4125) - **Year Founded:** 2015 - **HQ Location:** Minneapolis, Minnesota - **Twitter:** @fulcrumhq (255 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/fulcrumpro/ (83 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Manufacturing - **Company Size:** 80% Small-Business, 13% Mid-Market #### What Are Fulcrum's Pros and Cons? **Pros:** - Ease of Use (12 reviews) - Customer Support (9 reviews) - Customer Service (8 reviews) - Features (8 reviews) - User-Friendly (8 reviews) **Cons:** - Complex Usability (7 reviews) - Limited Functionality (4 reviews) - Technical Glitches (4 reviews) - Complexity (3 reviews) - Inefficient Workflow (3 reviews) ### What Do G2 Reviewers Say About Fulcrum? *AI-generated summary from verified user reviews* **Pros:** - Users enjoy the **ease of use** of Fulcrum, leading to improved efficiency and streamlined operations across teams. - Users praise Fulcrum's **exceptional customer support** , noting quick resolutions and proactive assistance that enhance overall efficiency. - Users commend the **exceptional customer support** of Fulcrum, highlighting quick resolutions and proactive assistance during implementation. - Users commend the **intuitive design and excellent customer support** of Fulcrum, which enhances operational efficiency and satisfaction. - Users appreciate the **intuitive and user-friendly interface** of Fulcrum, which facilitates quick adoption and efficient workflows. **Cons:** - Users report **complex usability** challenges with Fulcrum, particularly in data setup and integration with other software. - Users find **limited functionality** in reports and editing jobs, though improvements are actively being made. - Users experience occasional **technical glitches** with Fulcrum, but appreciate the quick resolutions provided by support. - Users find Fulcrum's **complexity** can be overwhelming, especially with its constant updates and limited job editing options. - Users note an **inefficient workflow** due to extensive manual setup and integration challenges within Fulcrum ERP. #### What Are Recent G2 Reviews of Fulcrum? **"[Fulcrum Aligns Teams with Clear, Visual Value Stream Mapping](https://www.g2.com/survey_responses/fulcrum-review-12769513)"** **Rating:** 5.0/5.0 stars *— Stephen R.* [Read full review](https://www.g2.com/survey_responses/fulcrum-review-12769513) --- **"[Transformative Workflow Management Tool](https://www.g2.com/survey_responses/fulcrum-review-12771946)"** **Rating:** 5.0/5.0 stars *— Stephen T.* [Read full review](https://www.g2.com/survey_responses/fulcrum-review-12771946) --- #### What Are G2 Users Discussing About Fulcrum? - [What is Fulcrum PRO used for?](https://www.g2.com/discussions/what-is-fulcrum-pro-used-for) ### 11. [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?** - **Dashboards:** 8.1/10 (Category avg: 8.6/10) - **Aggregation:** 8.3/10 (Category avg: 8.4/10) - **Propagation:** 7.6/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.0/10) **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 highlight the **intuitive design** of TrendMiner, making it effortlessly accessible and quick to learn. - Users appreciate the **quick insights** TrendMiner provides, making data analysis efficient and user-friendly. - Users value the **quick insights** provided by TrendMiner, enhancing operational monitoring and decision-making efficiency. - Users value the **real-time monitoring** of TrendMiner, enabling quick insights and effective production management. - Users praise the **responsive customer support** , appreciating the quick assistance and effective feedback implementation. **Cons:** - Users find the **complex usability** of TrendMiner challenging, especially in connecting data sources and learning the interface. - Users struggle with **difficult learning** due to a lack of adequate training materials and the need for technical skills. - Users find that the **complexity** of advanced functions requires training and makes system administration cumbersome. - Users find the **learning curve steep** , struggling with extensive features and requiring focused training to grasp functionality. - Users face **tool limitations** with TrendMiner, particularly lacking a mobile app and facing nesting and custom calculation restrictions. #### 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 ### 12. [CADDi Drawer](https://www.g2.com/products/caddi-drawer/reviews) CADDi is an AI data platform that helps the manufacturers of custom parts, democratize their drawings and supply chain data. CADDi, leverages patented AI to aggregate, analyze and extract everything you need from your data to produce better products. This enables engineering, procurement, sales, and operations to optimize and reduce cost from design through production. Using Drawer's patented similarity search, users can locate similar engineering drawings with just a click, allowing easy review and consolidating designs. The AI system also makes all data on each drawing searchable, allowing accessible information through departments. **Average Rating:** 4.9/5.0 **Total Reviews:** 23 **How Do G2 Users Rate CADDi Drawer?** - **Dashboards:** 8.3/10 (Category avg: 8.6/10) - **Aggregation:** 9.3/10 (Category avg: 8.4/10) - **Propagation:** 9.3/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10) **Who Is the Company Behind CADDi Drawer?** - **Seller:** [Drawer](https://www.g2.com/sellers/drawer) - **Year Founded:** 2017 - **HQ Location:** CHICAGO, Illinois - **Twitter:** @CADDi_Drawer (11 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/caddiinc/ (567 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Manufacturing - **Company Size:** 52% Small-Business, 30% Mid-Market #### What Are CADDi Drawer's Pros and Cons? **Pros:** - Search Functionality (15 reviews) - Ease of Use (12 reviews) - Data Accessibility (6 reviews) - Customer Support (4 reviews) - Productivity Improvement (3 reviews) **Cons:** - Complex Usability (5 reviews) - Difficult Learning (2 reviews) - Expensive (1 reviews) ### What Do G2 Reviewers Say About CADDi Drawer? *AI-generated summary from verified user reviews* **Pros:** - Users value the **efficient search functionality** of CADDi Drawer, significantly enhancing productivity and saving time. - Users value the **ease of use** of CADDi Drawer, enhancing productivity with efficient search features and clear displays. - Users value the **data accessibility** of CADDi Drawer, enhancing workflow efficiency and improving collaboration for teams. - Users value the **excellent customer support** from CADDi Drawer, ensuring quick assistance and tailored guidance for their needs. - Users find that CADDi Drawer significantly enhances their **productivity** , making it easy to search and access drawings efficiently. **Cons:** - Users find the **complex usability** of CADDi Drawer requires significant effort for initial setup and effective use. - Users find the **difficult learning** curve challenging initially, requiring effort to set up and maximize the tool's use. - Users find the CADDi Drawer to be **expensive** depending on file storage, suggesting selective data upload. #### What Are Recent G2 Reviews of CADDi Drawer? **"[CADDi](https://www.g2.com/survey_responses/caddi-drawer-review-10407418)"** **Rating:** 5.0/5.0 stars *— Travis Y.* [Read full review](https://www.g2.com/survey_responses/caddi-drawer-review-10407418) --- **"[Assets of our manufacturing knowledge and skills](https://www.g2.com/survey_responses/caddi-drawer-review-10403340)"** **Rating:** 5.0/5.0 stars *— Hideki S.* [Read full review](https://www.g2.com/survey_responses/caddi-drawer-review-10403340) --- ### 13. [Oracle Manufacturing Intelligence](https://www.g2.com/products/oracle-manufacturing-intelligence/reviews) Maximize profit margins and optimize productivity with a bottom-up approach to collecting and analyzing real-time performance data. **Average Rating:** 4.3/5.0 **Total Reviews:** 14 **How Do G2 Users Rate Oracle Manufacturing Intelligence?** - **Dashboards:** 8.3/10 (Category avg: 8.6/10) - **Aggregation:** 8.2/10 (Category avg: 8.4/10) - **Propagation:** 8.0/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.0/10) **Who Is the Company Behind Oracle Manufacturing Intelligence?** - **Seller:** [Oracle](https://www.g2.com/sellers/oracle) - **Year Founded:** 1977 - **HQ Location:** Austin, TX - **Twitter:** @Oracle (827,997 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1028/ (208,078 employees on LinkedIn®) - **Ownership:** NYSE:ORCL **Who Uses This Product?** - **Company Size:** 50% Mid-Market, 36% Small-Business #### What Are Oracle Manufacturing Intelligence's Pros and Cons? **Pros:** - Data Analysis (5 reviews) - Manufacturing Integration (4 reviews) - Process Improvement (4 reviews) - Ease of Use (3 reviews) - Real-Time Monitoring (2 reviews) **Cons:** - Complex Usability (7 reviews) - Expensive (4 reviews) - Difficult Learning (2 reviews) ### What Do G2 Reviewers Say About Oracle Manufacturing Intelligence? *AI-generated summary from verified user reviews* **Pros:** - Users value the **comprehensive data analysis capabilities** of Oracle Manufacturing Intelligence, enhancing their manufacturing solutions significantly. - Users value the **real-time monitoring and integration capabilities** of Oracle Manufacturing Intelligence for enhanced manufacturing solutions. - Users value the **process improvement capabilities** of Oracle Manufacturing Intelligence, enhancing productivity and operational efficiency. - Users value the **ease of use** of Oracle Manufacturing Intelligence, enhancing productivity and simplifying automation processes. - Users benefit from **real-time monitoring** capabilities, enhancing visibility and improving efficiency in manufacturing operations. **Cons:** - Users find the **complex usability** of Oracle Manufacturing Intelligence frustrating, especially for non-technical users and beginners. - Users feel Oracle Manufacturing Intelligence is **expensive** to implement and maintain, causing frustration and integration challenges. - Users often find Oracle Manufacturing Intelligence to have a **difficult learning curve** due to complex features and insufficient documentation. #### What Are Recent G2 Reviews of Oracle Manufacturing Intelligence? **"[A Great product for increasing production efficiency](https://www.g2.com/survey_responses/oracle-manufacturing-intelligence-review-11153911)"** **Rating:** 4.5/5.0 stars *— Ashutosh C.* [Read full review](https://www.g2.com/survey_responses/oracle-manufacturing-intelligence-review-11153911) --- **"[One Solution For Business Process Automation](https://www.g2.com/survey_responses/oracle-manufacturing-intelligence-review-10744919)"** **Rating:** 4.5/5.0 stars *— Neha K.* [Read full review](https://www.g2.com/survey_responses/oracle-manufacturing-intelligence-review-10744919) --- ### 14. [aPriori Manufacturing Intelligence Platform](https://www.g2.com/products/apriori-manufacturing-intelligence-platform/reviews) aPriori provides a unique data driven insight platform that drives profitable transformation across product development and supply chain. These insights unlock new opportunities for reducing product cost & carbon footprint, optimizing manufacturing & supply chain risk, and improving design engineering & sourcing teams’ productivity. According to Forrester, aPriori customers achieve a ~600% ROI within three years and payback within six months of adopting our Enterprise AI software. Leading manufacturers use our automated Insights Platform to reduce time to win more profitable business opportunities, launch NPD projects on time & under cost and increase margin on existing products. To learn more about aPriori’s cloud and on-premise solutions, visit www.apriori.com. **Average Rating:** 4.5/5.0 **Total Reviews:** 101 **How Do G2 Users Rate aPriori Manufacturing Intelligence Platform?** - **Dashboards:** 7.6/10 (Category avg: 8.6/10) - **Aggregation:** 7.9/10 (Category avg: 8.4/10) - **Propagation:** 7.7/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10) **Who Is the Company Behind aPriori Manufacturing Intelligence Platform?** - **Seller:** [aPriori Technologies](https://www.g2.com/sellers/apriori-technologies) - **Company Website:** https://www.apriori.com - **Year Founded:** 2003 - **HQ Location:** Concord, MA - **Twitter:** @aPriori_Inc (575 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/apriori (281 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Cost Engineer - **Top Industries:** Mechanical or Industrial Engineering, Machinery - **Company Size:** 62% Enterprise, 22% Mid-Market #### What Are aPriori Manufacturing Intelligence Platform's Pros and Cons? **Pros:** - Cost Analysis (4 reviews) - Calculations (2 reviews) - Ease of Use (2 reviews) - Features (2 reviews) - Solutions (2 reviews) **Cons:** - Complex Usability (2 reviews) - Slow Performance (2 reviews) - Complex Interface (1 reviews) - Complexity (1 reviews) - Complex Modeling (1 reviews) ### What Do G2 Reviewers Say About aPriori Manufacturing Intelligence Platform? *AI-generated summary from verified user reviews* **Pros:** - Users value the **cost analysis capabilities** of aPriori, enabling significant savings and informed decision-making. - Users value the **quick iterations and detailed cost insights** aPriori provides, enhancing design efficiency and supplier negotiations. - Users find aPriori Manufacturing Intelligence Platform **super user-friendly** , with simple input and valuable cost-reduction insights. - Users appreciate the **critical information access** aPriori provides, empowering them to enhance design efficiency and cost management. - Users value the **insightful cost reduction opportunities** offered by aPriori, enhancing decision-making for engineers and purchasing teams. **Cons:** - Users find the **complex usability** of aPriori intimidating, especially for those who use it infrequently. - Users experience **slow performance** occasionally, particularly during online use and login processes, impacting their overall efficiency. - Users find the **complex interface** of aPriori intimidating, especially for occasional users seeking simpler navigation. - Users find the **complexity** of aPriori overwhelming, especially when opening the tool without frequent use. - Users find the **modeling complexity** of aPriori less advanced than anticipated, limiting their expectations and usage. #### What Are Recent G2 Reviews of aPriori Manufacturing Intelligence Platform? **"[aPriori success at Dana](https://www.g2.com/survey_responses/apriori-manufacturing-intelligence-platform-review-11724038)"** **Rating:** 5.0/5.0 stars *— Dakota D.* [Read full review](https://www.g2.com/survey_responses/apriori-manufacturing-intelligence-platform-review-11724038) --- **"[Great software to gain understanding of cost on a modeled part quickly and efficiently.](https://www.g2.com/survey_responses/apriori-manufacturing-intelligence-platform-review-11724180)"** **Rating:** 4.0/5.0 stars *— Verified User in Manufacturing* [Read full review](https://www.g2.com/survey_responses/apriori-manufacturing-intelligence-platform-review-11724180) --- #### What Are G2 Users Discussing About aPriori Manufacturing Intelligence Platform? - [What is your primary use case for aPriori, and how has it impacted your manufacturing processes?](https://www.g2.com/discussions/what-is-your-primary-use-case-for-apriori-and-how-has-it-impacted-your-manufacturing-processes) - [What is aPriori Digital Manufacturing Simulation Software used for?](https://www.g2.com/discussions/what-is-apriori-digital-manufacturing-simulation-software-used-for) ### 15. [SAS Production Quality Analytics](https://www.g2.com/products/sas-production-quality-analytics/reviews) Get a comprehensive view of quality and operational performance across the enterprise and throughout your entire supply chain. Achieve better Industrial Internet of Things support with advanced data models. By combining the power of data integration, automation and analytics, SAS enables you to fully understand operational processes so you can make sustainable improvements and lower associated costs. **Average Rating:** 4.8/5.0 **Total Reviews:** 10 **How Do G2 Users Rate SAS Production Quality Analytics?** - **Dashboards:** 9.0/10 (Category avg: 8.6/10) - **Aggregation:** 9.2/10 (Category avg: 8.4/10) - **Propagation:** 9.0/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10) **Who Is the Company Behind SAS Production Quality Analytics?** - **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?** - **Top Industries:** Pharmaceuticals - **Company Size:** 60% Mid-Market, 40% Enterprise #### What Are SAS Production Quality Analytics's Pros and Cons? **Pros:** - Data Analysis (7 reviews) - Ease of Use (4 reviews) - Understanding (4 reviews) - Data Accuracy (2 reviews) - Data Visualization (2 reviews) **Cons:** - Expensive (1 reviews) ### What Do G2 Reviewers Say About SAS Production Quality Analytics? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use in coding and output windows** of SAS Production Quality Analytics, enhancing their analysis experience. - Users find the **ease of use** in SAS Production Quality Analytics straightforward, enhancing their statistical analysis experience. - Users find SAS Production Quality Analytics easy to use, appreciating its **intuitive coding and output windows** for effective analysis. - Users highlight the **high accuracy of results** provided by SAS Production Quality Analytics, making it invaluable for statisticians. - Users value the **excellent graphical representation** in SAS Production Quality Analytics, enhancing their data visualization experience. **Cons:** - Users find SAS Production Quality Analytics **expensive** , though they acknowledge it delivers appreciated output for the cost. #### What Are Recent G2 Reviews of SAS Production Quality Analytics? **"[SAS production Quality Analytics gooing to great analysis direction](https://www.g2.com/survey_responses/sas-production-quality-analytics-review-10599599)"** **Rating:** 5.0/5.0 stars *— Kishor D.* [Read full review](https://www.g2.com/survey_responses/sas-production-quality-analytics-review-10599599) --- **"[Exploring Thinking and Analysing Data using SAS production Quality Analytics](https://www.g2.com/survey_responses/sas-production-quality-analytics-review-10667620)"** **Rating:** 5.0/5.0 stars *— Manik K.* [Read full review](https://www.g2.com/survey_responses/sas-production-quality-analytics-review-10667620) --- ### 16. [SAP Manufacturing Integration and Intelligence](https://www.g2.com/products/sap-manufacturing-integration-and-intelligence/reviews) SAP Manufacturing Integration and Intelligence (SAP MII) is a comprehensive software platform designed to bridge the gap between manufacturing operations and enterprise business processes. By integrating real-time data from the shop floor with top-floor systems, SAP MII provides manufacturers with enhanced visibility, control, and decision-making capabilities, leading to improved operational efficiency and productivity. Key Features and Functionality: - Data Integration: SAP MII enables seamless, real-time integration of data from various sources, including ERP systems, machine controllers, and sensors, presenting it in a unified format for comprehensive analysis. - Process Monitoring and Control: The platform allows users to monitor and control manufacturing processes in real-time, facilitating the identification and resolution of issues before they escalate. - Decision Support: With advanced tools for data analysis and visualization, SAP MII helps users identify trends and patterns, supporting informed decision-making in manufacturing operations. - Custom Application Development: Leveraging SAP NetWeaver, SAP MII provides the flexibility to develop custom applications tailored to specific business needs. - Universal Connectivity: The platform offers an extensive library of connectors for plant systems and applications, enabling data exchange with virtually any shop floor level using standard APIs and communication protocols. Primary Value and Solutions Provided: SAP MII addresses the critical need for real-time visibility and integration between manufacturing operations and enterprise systems. By providing a centralized platform for data collection, analysis, and visualization, it empowers manufacturers to: - Enhance Operational Efficiency: Streamline processes and reduce downtime through real-time monitoring and control. - Improve Decision-Making: Utilize comprehensive analytics to make informed decisions that drive productivity and quality improvements. - Achieve Seamless Integration: Connect disparate systems and data sources, ensuring a cohesive and responsive manufacturing environment. In summary, SAP MII serves as a vital tool for manufacturers seeking to optimize their operations by integrating and intelligently analyzing data across the enterprise, leading to enhanced performance and competitiveness in the market. **Average Rating:** 4.6/5.0 **Total Reviews:** 15 **How Do G2 Users Rate SAP Manufacturing Integration and Intelligence?** - **Dashboards:** 8.9/10 (Category avg: 8.6/10) - **Aggregation:** 8.8/10 (Category avg: 8.4/10) - **Propagation:** 8.1/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 7.5/10 (Category avg: 9.0/10) **Who Is the Company Behind SAP Manufacturing Integration and Intelligence?** - **Seller:** [SAP](https://www.g2.com/sellers/sap) - **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®) - **Ownership:** NYSE:SAP **Who Uses This Product?** - **Company Size:** 73% Mid-Market, 20% Enterprise #### What Are SAP Manufacturing Integration and Intelligence's Pros and Cons? **Pros:** - Manufacturing Integration (3 reviews) - Integrations (2 reviews) - Real-Time Monitoring (2 reviews) - Customer Support (1 reviews) - Ease of Use (1 reviews) **Cons:** - Complex Usability (5 reviews) - Difficult Learning (5 reviews) ### What Do G2 Reviewers Say About SAP Manufacturing Integration and Intelligence? *AI-generated summary from verified user reviews* **Pros:** - Users value the **instant visibility and control** provided by SAP MII, enhancing factory connectivity and efficiency. - Users value the **seamless integration** with other software and SAP ERP, enhancing visibility and tracking capabilities. - Users value the **real-time monitoring** of SAP MII, enabling instant visibility and quick problem resolution in manufacturing. - Users appreciate the **real-time tracking capabilities** of SAP Manufacturing Integration and Intelligence for effective procurement and maintenance. - Users find the **ease of setup and implementation** of SAP Manufacturing Integration and Intelligence very beneficial and organized. **Cons:** - Users find SAP Manufacturing Integration and Intelligence to have **complex usability** requiring extensive training and skill to navigate effectively. - Users find the **difficult learning curve** of SAP challenging, requiring extensive training and memorization for effective use. #### What Are Recent G2 Reviews of SAP Manufacturing Integration and Intelligence? **"[One of the most comprehensive and etailed software of an era.](https://www.g2.com/survey_responses/sap-manufacturing-integration-and-intelligence-review-10721658)"** **Rating:** 4.5/5.0 stars *— Gulraiz U.* [Read full review](https://www.g2.com/survey_responses/sap-manufacturing-integration-and-intelligence-review-10721658) --- **"[SAP MII Review](https://www.g2.com/survey_responses/sap-manufacturing-integration-and-intelligence-review-10631357)"** **Rating:** 4.5/5.0 stars *— Amir S.* [Read full review](https://www.g2.com/survey_responses/sap-manufacturing-integration-and-intelligence-review-10631357) --- ### 17. [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?** - **Dashboards:** 9.6/10 (Category avg: 8.6/10) - **Aggregation:** 9.2/10 (Category avg: 8.4/10) - **Propagation:** 8.9/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.0/10) **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 personalized displays and advanced features for varying expertise levels. - Users value the **robust data analysis capabilities** of dataPARC, enhancing their monitoring and operational efficiency. - Users appreciate the **data visualization capabilities** of dataPARC, finding it simple and expansive for their needs. - Users appreciate the **ease of use** of dataPARC, with its intuitive layout simplifying navigation and task execution. - Users value the **personalized displays and extensive depth** of dataPARC, catering to both novices and experienced users. **Cons:** - Users find the **complex usability** of dataPARC challenging due to insufficient examples and explanations for VB commands. - Users find **data management issues** challenging due to the lack of examples and clear explanations in the manual. - Users find the **difficult learning** curve with dataPARC due to insufficient examples and complex VB language resources. - Users find the **learning curve steep** , particularly lacking examples and clear explanations for the VB language in dataPARC. - Users find a **lack of VB expertise guidance** in dataPARC, making it challenging for novices to utilize effectively. #### 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 ### 18. [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?** - **Dashboards:** 8.0/10 (Category avg: 8.6/10) - **Aggregation:** 9.0/10 (Category avg: 8.4/10) - **Propagation:** 8.3/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.0/10) **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** to be not user-friendly, impacting their overall usability experience. - Users find the **graphics on PI Vision not user-friendly** , impacting the overall usability of the system. - Users find the **graphics on PI Vision not user-friendly** , making navigation and usability challenging. #### 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) ### 19. [Evocon](https://www.g2.com/products/evocon/reviews) Evocon is a cloud-based production monitoring and OEE software that helps manufacturing companies improve productivity, reduce downtime, and make better decisions based on real-time production data. Evocon automates the collection of data from production machines and makes it available in the cloud, giving manufacturers clear visibility into what is happening on the shop floor at any given moment. Production teams can track machine status, downtime reasons, production quantities, performance, availability, quality, and overall equipment effectiveness in real time, whether they are on-site or working remotely. By replacing manual data collection with automated production monitoring, Evocon helps manufacturers understand where time is being lost, which machines or processes need attention, and how production efficiency can be improved. The platform visualizes data in a simple and intuitive way, making it easier for operators, production managers, maintenance teams, and executives to identify problems, analyze trends, prioritize improvements, and take action faster. Evocon is designed to be easy to implement and practical to use in everyday production environments. It gives teams a shared source of truth for production performance, helping align shop floor activities with management goals. The software also supports continuous improvement by turning production data into actionable insights that teams can use in daily meetings, performance reviews, and long-term improvement initiatives. With more than 10 years of experience in production monitoring, Evocon is used by manufacturers in 50+ countries across 14 different industries. The platform is available in 18 languages, making it suitable for international manufacturing companies and multi-site production teams. By providing transparency into production performance, Evocon helps companies reduce losses, improve equipment utilization, and find a clear way forward based on what their data says. **Average Rating:** 4.7/5.0 **Total Reviews:** 11 **How Do G2 Users Rate Evocon?** - **Dashboards:** 8.9/10 (Category avg: 8.6/10) - **Aggregation:** 8.3/10 (Category avg: 8.4/10) - **Propagation:** 8.6/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10) **Who Is the Company Behind Evocon?** - **Seller:** [Evocon](https://www.g2.com/sellers/evocon) - **Company Website:** https://evocon.com/ - **Year Founded:** 2010 - **HQ Location:** Estonia - **LinkedIn® Page:** https://ee.linkedin.com/company/evocon-o- (57 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 45% Mid-Market, 36% Small-Business #### What Are Evocon's Pros and Cons? **Pros:** - Ease of Use (2 reviews) - Efficiency Improvement (2 reviews) - Integrations (2 reviews) - Monitoring (2 reviews) - Performance Tracking (2 reviews) ### What Do G2 Reviewers Say About Evocon? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Evocon, finding it simple to monitor and improve performance efficiently. - Users value the **efficiency improvement** of Evocon, which enhances productivity and simplifies performance analysis. - Users appreciate the **seamless integrations** of Evocon, enhancing performance analysis and simplifying process tracking. - Users value the **effortless monitoring of production efficiency** with Evocon, enhancing productivity through structured performance analysis. - Users value the **efficient performance tracking** of Evocon, facilitating seamless monitoring and enhancing overall productivity. #### What Are Recent G2 Reviews of Evocon? **"[Highly intuitive OEE solution with outstanding support](https://www.g2.com/survey_responses/evocon-review-12853436)"** **Rating:** 5.0/5.0 stars *— Verified User in Pharmaceuticals* [Read full review](https://www.g2.com/survey_responses/evocon-review-12853436) --- **"[Evocon Makes Downtime Tracking and Root-Cause Analysis Easy](https://www.g2.com/survey_responses/evocon-review-12645785)"** **Rating:** 5.0/5.0 stars *— rory k.* [Read full review](https://www.g2.com/survey_responses/evocon-review-12645785) --- #### What Are G2 Users Discussing About Evocon? - [What is Evocon used for?](https://www.g2.com/discussions/what-is-evocon-used-for) ### 20. [ThingWorx Industrial IOT Platform](https://www.g2.com/products/thingworx-industrial-iot-platform/reviews) The ThingWorx Industrial IoT Solutions Platform offers a rich set of capabilities that enable powerful solutions for design, manufacturing, service, and industrial operations. Flexible and purpose-built for IIoT, ThingWorx empowers industrial enterprises to digitally transform every aspect of their business with innovative solutions that are simple to create, easy to implement, scalable to meet future needs, and accelerate time to value. **Average Rating:** 3.9/5.0 **Total Reviews:** 22 **How Do G2 Users Rate ThingWorx Industrial IOT Platform?** - **Dashboards:** 10.0/10 (Category avg: 8.6/10) - **Aggregation:** 8.3/10 (Category avg: 8.4/10) - **Propagation:** 6.7/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.0/10) **Who Is the Company Behind ThingWorx Industrial IOT Platform?** - **Seller:** [PTC](https://www.g2.com/sellers/ptc) - **Year Founded:** 1985 - **HQ Location:** Boston, Massachusetts - **Twitter:** @PTC (37,560 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1935/ (8,145 employees on LinkedIn®) - **Ownership:** NASDAQ: PTC **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 55% Enterprise, 24% Mid-Market #### What Are ThingWorx Industrial IOT Platform's Pros and Cons? **Pros:** - Ease of Use (2 reviews) - Real-time Monitoring (2 reviews) - Customer Support (1 reviews) - Data Analysis (1 reviews) - Efficiency (1 reviews) **Cons:** - Expensive (2 reviews) - Complex Setup (1 reviews) - Learning Curve (1 reviews) - Limited Functionality (1 reviews) - Poor Reporting (1 reviews) ### What Do G2 Reviewers Say About ThingWorx Industrial IOT Platform? *AI-generated summary from verified user reviews* **Pros:** - Users find the **ease of use** of ThingWorx beneficial for simplifying application design, coding, and testing. - Users commend the **real-time monitoring** capabilities of ThingWorx, enhancing asset tracking and health analysis effectively. - Users value the **excellent customer support** provided by PTC, enhancing their experience with ThingWorx platform. - Users value the **real-time data analysis** capabilities of ThingWorx, enhancing asset tracking and health assessment. - Users value the **efficiency** of ThingWorx, as it simplifies design, coding, and testing for new applications. **Cons:** - Users find the platform **expensive** , making it difficult for small organizations to implement and benefit from its features. - Users find the **implementation complex** , particularly for monitoring abnormal conditions in removable assets. - Users find the **learning curve challenging** , particularly for those who are new to the platform. - Users find the **charts widget limited in functionality** , lacking advanced features for generating printed reports effectively. - Users find the **poor reporting** capabilities of ThingWorx disappointing, especially the basic charts and lack of print options. #### What Are Recent G2 Reviews of ThingWorx Industrial IOT Platform? **"[Rapid App Development with Strong OT/IT Connectivity and Real-Time Analytics](https://www.g2.com/survey_responses/thingworx-industrial-iot-platform-review-12272978)"** **Rating:** 4.0/5.0 stars *— Vishal D.* [Read full review](https://www.g2.com/survey_responses/thingworx-industrial-iot-platform-review-12272978) --- **"[Review for Thingworx assest Monitoring anf utilization](https://www.g2.com/survey_responses/thingworx-industrial-iot-platform-review-9953311)"** **Rating:** 4.5/5.0 stars *— Chirag P.* [Read full review](https://www.g2.com/survey_responses/thingworx-industrial-iot-platform-review-9953311) --- ### 21. [Raven.ai](https://www.g2.com/products/raven-ai/reviews) Raven.ai empowers manufacturers to drive continuous improvement by combining machine data with frontline insights to deliver complete, contextualized visibility into production. Unlike traditional tools, Raven.ai accounts for 100% of production time — automatically capturing downtime events, losses, and output in a single, easy-to-use timeline. This enables teams across operations, engineering, and leadership to quickly identify bottlenecks, reduce manual tasks, and make confident, data-backed decisions. With Raven.ai’s Automated Downtime Labeling and real-time analytics, manufacturers replace guesswork with insight — accelerating throughput, reducing waste, and unlocking measurable gains in OEE. **Average Rating:** 4.3/5.0 **Total Reviews:** 20 **How Do G2 Users Rate Raven.ai?** - **Dashboards:** 8.9/10 (Category avg: 8.6/10) - **Aggregation:** 8.8/10 (Category avg: 8.4/10) - **Propagation:** 8.2/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.0/10) **Who Is the Company Behind Raven.ai?** - **Seller:** [Raven Telemetry](https://www.g2.com/sellers/raven-telemetry) - **Year Founded:** 2015 - **HQ Location:** Ottawa, CA - **Twitter:** @RavenTelemetry (297 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/ravenai/ (29 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 55% Small-Business, 35% Mid-Market #### What Are Raven.ai's Pros and Cons? **Pros:** - Data Analysis (5 reviews) - Efficiency (5 reviews) - Manufacturing Integration (5 reviews) - Insights (4 reviews) - Process Improvement (4 reviews) **Cons:** - Complex Usability (7 reviews) - Difficult Learning (2 reviews) - Expensive (1 reviews) ### What Do G2 Reviewers Say About Raven.ai? *AI-generated summary from verified user reviews* **Pros:** - Users value the **data-driven insights** from Raven.ai, enhancing efficiency and improving machine supervision significantly. - Users find that Raven.ai significantly boosts **efficiency** by providing real-time insights and reducing downtime in operations. - Users value the **seamless integration** of Raven.ai, enhancing manufacturing efficiency and providing valuable insights effortlessly. - Users appreciate the **seamless integration** of Raven.ai, which enhances productivity and provides valuable real-time insights. - Users value the **process improvement** capabilities of Raven.ai, enhancing productivity through precise data insights. **Cons:** - Users find the **complex usability** of Raven.ai frustrating, suggesting an urgent need for a more user-friendly interface. - Users find the **difficult learning curve** due to insufficient API documentation and absence of a CI/CD pipeline. - Users find the setup process **expensive** and time-consuming, complicating the initial integration with their systems. #### What Are Recent G2 Reviews of Raven.ai? **"[Impressive Real-Time Video Analysis for Security](https://www.g2.com/survey_responses/raven-ai-review-12081671)"** **Rating:** 4.0/5.0 stars *— Suman R.* [Read full review](https://www.g2.com/survey_responses/raven-ai-review-12081671) --- **"[Enhancing Production Speed and Minimising Errors](https://www.g2.com/survey_responses/raven-ai-review-10685590)"** **Rating:** 5.0/5.0 stars *— Shalaka S.* [Read full review](https://www.g2.com/survey_responses/raven-ai-review-10685590) --- ### 22. [Tulip](https://www.g2.com/products/tulip-interfaces-tulip/reviews) Tulip, the leader in frontline operations, is helping companies of all sizes and across industries, including complex manufacturing, pharmaceuticals, and medical devices equip their workforce with connected apps– leading to higher quality work, improved efficiency, and end-to-end traceability across operations. A spinoff out of MIT, the company is headquartered in Somerville, MA, with offices in Germany, and Hungary. The platform’s main features are: - Intuitive drag-and-drop app editor lets you create user-friendly apps — no coding required - Boost operator productivity with human-centric apps that incorporate computer vision, connected devices, and connections to 3rd-party systems - Native edge connectivity lets you connect your machines, sensors, cameras, and smart tools to the apps you build - Gain visibility with real-time analytics and dashboards - Integrate with the systems, databases, and software you already use - Manage permissions, ensure data policy compliance, and maintain data integrity - The Tulip Library with easy to download 100+ templates and examples and configure them to your needs **Average Rating:** 4.5/5.0 **Total Reviews:** 36 **How Do G2 Users Rate Tulip?** - **Dashboards:** 7.4/10 (Category avg: 8.6/10) - **Aggregation:** 7.8/10 (Category avg: 8.4/10) - **Propagation:** 8.3/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.0/10) **Who Is the Company Behind Tulip?** - **Seller:** [Tulip Interfaces](https://www.g2.com/sellers/tulip-interfaces) - **Year Founded:** 2012 - **HQ Location:** Somerville, Massachusetts, United States - **Twitter:** @tulipinterfaces (1,103 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/tulip-interfaces/ (381 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Manufacturing - **Company Size:** 44% Mid-Market, 39% Enterprise #### What Are Tulip's Pros and Cons? **Pros:** - Time Saving (3 reviews) - Easy Learning (2 reviews) - API Integration (1 reviews) - Customer Support (1 reviews) - Customizability (1 reviews) **Cons:** - Limited Features (3 reviews) - Limited Functionality (3 reviews) - Complexity (1 reviews) - Complex Procedures (1 reviews) - Complex Setup (1 reviews) ### What Do G2 Reviewers Say About Tulip? *AI-generated summary from verified user reviews* **Pros:** - Users value the **time-saving solution** Tulip provides, enabling quick app development and deployment for various needs. - Users value the **easy learning curve** of Tulip, enabling quick app development and deployment to solve problems efficiently. - Users benefit from **seamless API integration** , enhancing customizability and overall functionality in Tulip. - Users praise the **great customer support** of Tulip, enhancing their overall experience and integration functionality. - Users value the **ease of customizability** in Tulip, enabling seamless integration and excellent customer support. **Cons:** - Users note the **limited features** of Tulip, particularly with basic analytics and lacking advanced tools. - Users note the **limited functionality** of Tulip, particularly in analytics and record management capabilities. - Users find the **complexity in expression handling** and tables to be cumbersome, hindering their overall experience. - Users find the **complex procedures** in Tulip challenging, suggesting improvements for easier expression handling and data management. - Users find the **complex setup** challenging, particularly for expression handling and managing large datasets in Tulip. #### What Are Recent G2 Reviews of Tulip? **"[A powerful platform for simplifying Industry 4.0 solutions](https://www.g2.com/survey_responses/tulip-review-12104104)"** **Rating:** 5.0/5.0 stars *— Michael G.* [Read full review](https://www.g2.com/survey_responses/tulip-review-12104104) --- **"[Tulip Makes Life Easier](https://www.g2.com/survey_responses/tulip-review-9174035)"** **Rating:** 5.0/5.0 stars *— Zach K.* [Read full review](https://www.g2.com/survey_responses/tulip-review-9174035) --- #### What Are G2 Users Discussing About Tulip? - [What is tulip in manufacturing?](https://www.g2.com/discussions/what-is-tulip-in-manufacturing) - 1 comment - [What is Tulip application?](https://www.g2.com/discussions/what-is-tulip-application) - [What is Tulip system?](https://www.g2.com/discussions/what-is-tulip-system) ### 23. [Factry Historian](https://www.g2.com/products/factry-historian/reviews) The open data management platform for Industry 4.0. Factry Historian is a powerful and easy-to-use data management platform for collecting, storing and visualising industrial process data. Our historian software will enable your business to transform raw production data into actionable visual insights, drastically reduce downtime, avoid costs and drive a better overall plant performance. **Average Rating:** 4.9/5.0 **Total Reviews:** 11 **How Do G2 Users Rate Factry Historian?** - **Dashboards:** 9.8/10 (Category avg: 8.6/10) - **Aggregation:** 9.6/10 (Category avg: 8.4/10) - **Propagation:** 10.0/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.0/10) **Who Is the Company Behind Factry Historian?** - **Seller:** [Factry](https://www.g2.com/sellers/factry) - **Year Founded:** 2016 - **HQ Location:** Ghent, BE - **Twitter:** @factry_io (85 Twitter followers) - **LinkedIn® Page:** https://linkedin.com/company/factry.io (57 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 55% Mid-Market, 27% Small-Business #### What Are Factry Historian's Pros and Cons? **Pros:** - Customer Support (1 reviews) - Dashboard Trends (1 reviews) - Data Analysis (1 reviews) - Reporting (1 reviews) ### What Do G2 Reviewers Say About Factry Historian? *AI-generated summary from verified user reviews* **Pros:** - Users value the **responsive customer support** of Factry Historian, enhancing their experience and satisfaction with the tool. - Users find the **Dashboard Trends** feature of Factry Historian invaluable for monitoring and analyzing data effectively. - Users appreciate the **data analysis capabilities** of Factry Historian, finding it essential for monitoring and reporting. - Users value the **effective reporting** capabilities of Factry Historian, enhancing their analysis and monitoring efforts. #### What Are Recent G2 Reviews of Factry Historian? **"[User friendly and great customer support](https://www.g2.com/survey_responses/factry-historian-review-8977853)"** **Rating:** 5.0/5.0 stars *— Evan W.* [Read full review](https://www.g2.com/survey_responses/factry-historian-review-8977853) --- **"[Great modern tool for industrial applications](https://www.g2.com/survey_responses/factry-historian-review-10977408)"** **Rating:** 5.0/5.0 stars *— Verified User in Chemicals* [Read full review](https://www.g2.com/survey_responses/factry-historian-review-10977408) --- ### 24. [Minitab Connect](https://www.g2.com/products/minitab-connect/reviews) Minitab Connect is a secure, cloud-based data integration and management platform that enables organizations to access, prepare, and combine data from across their business. It connects to a wide range of data sources such as databases, cloud applications, spreadsheets, and on-premise systems so that teams can create a single, reliable source of truth for analysis and reporting. With Minitab Connect, users can automate data pipelines, clean and transform data, and deliver ready-to-use datasets directly into Minitab solutions and other business tools. This helps eliminate manual data preparation, improve data accuracy, and accelerate time to insight, empowering teams to make faster, data-driven decisions. **Average Rating:** 4.5/5.0 **Total Reviews:** 30 **How Do G2 Users Rate Minitab Connect?** - **Dashboards:** 9.2/10 (Category avg: 8.6/10) - **Aggregation:** 6.7/10 (Category avg: 8.4/10) - **Propagation:** 6.7/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10) **Who Is the Company Behind Minitab Connect?** - **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?** - **Top Industries:** Information Technology and Services - **Company Size:** 57% Enterprise, 33% Mid-Market #### What Are Minitab Connect's Pros and Cons? **Pros:** - Ease of Use (7 reviews) - Data Integration (3 reviews) - Easy Integrations (3 reviews) - Functionality (3 reviews) - Integrations (3 reviews) **Cons:** - Learning Curve (3 reviews) - Learning Difficulty (3 reviews) - Poor Visualization (3 reviews) - Visualization Limitations (3 reviews) - Complexity (2 reviews) ### What Do G2 Reviewers Say About Minitab Connect? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Minitab Connect, finding it simple and user-friendly for data analysis. - Users appreciate the **efficient data integration** offered by Minitab Connect, making analysis seamless and accessible. - Users appreciate the **easy integrations** of Minitab Connect, enabling seamless data access and streamlined analysis. - Users value the **easy data integration** features of Minitab Connect, enhancing their analytical capabilities with seamless access. - Users appreciate the **seamless data integration** capabilities of Minitab Connect, enhancing accessibility and analysis ease. **Cons:** - Users struggle with the **high learning curve** of Minitab Connect, requiring time and persistence to master. - Users experience a **high learning difficulty** with Minitab Connect, requiring patience and time to master its features. - Users find **poor visualization** in Minitab Connect, especially with large datasets, limiting its effectiveness and efficiency. - Users face **visualization limitations** with Minitab Connect, particularly when handling large datasets and complex transformations. - Users find **complexity in data visualisation** with Minitab Connect makes tasks slow and challenging, with high costs. #### What Are Recent G2 Reviews of Minitab Connect? **"[Efficient Data Integration and Analysis with Minitab Connect](https://www.g2.com/survey_responses/minitab-connect-review-8020975)"** **Rating:** 4.5/5.0 stars *— job m.* [Read full review](https://www.g2.com/survey_responses/minitab-connect-review-8020975) --- **"[Minitab Connect](https://www.g2.com/survey_responses/minitab-connect-review-11397004)"** **Rating:** 4.5/5.0 stars *— Olena C.* [Read full review](https://www.g2.com/survey_responses/minitab-connect-review-11397004) --- #### What Are G2 Users Discussing About Minitab Connect? - [What are the benefits of Minitab?](https://www.g2.com/discussions/what-are-the-benefits-of-minitab) - [What are two features of Minitab?](https://www.g2.com/discussions/what-are-two-features-of-minitab) - [What are the features of Minitab?](https://www.g2.com/discussions/what-are-the-features-of-minitab) ### 25. [SCW.AI](https://www.g2.com/products/scw-ai/reviews) Track Production, Increase Throughput! The OEE Tracker enables you to get instant access to shop-floor production data. Gather data with operator-friendly interfaces, automate & enhance it with IoT sensors, PLC connections and Digital Factory APIs – then turn it into dashboards that are available to everyone in the team on mobile app & large shop-floor dashboards. Ensure that decisions are made based on data & intelligent insights. -Collect "any" shop-floor data -Track work order progress -Monitor production performance -Instantly get notified about issues -End-to-end visibility & Data-driven decisions **Average Rating:** 4.7/5.0 **Total Reviews:** 12 **How Do G2 Users Rate SCW.AI?** - **Dashboards:** 9.5/10 (Category avg: 8.6/10) - **Aggregation:** 7.7/10 (Category avg: 8.4/10) - **Propagation:** 8.3/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.0/10) **Who Is the Company Behind SCW.AI?** - **Seller:** [SCW.AI](https://www.g2.com/sellers/scw-ai) - **Year Founded:** 2014 - **HQ Location:** Princeton, US - **LinkedIn® Page:** https://www.linkedin.com/company/5129132 (38 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Pharmaceuticals - **Company Size:** 83% Mid-Market, 8% Enterprise #### What Are SCW.AI's Pros and Cons? **Pros:** - Automation (1 reviews) - Downtime Management (1 reviews) - Real-Time Monitoring (1 reviews) ### What Do G2 Reviewers Say About SCW.AI? *AI-generated summary from verified user reviews* **Pros:** - Users value the **automation features** of SCW.AI, enhancing efficiency with real-time notifications and insightful data tracking. - Users appreciate the **effective downtime management** of SCW.AI, benefiting from timely notifications and insightful data collection. - Users appreciate the **real-time monitoring** of SCW.AI, enhancing tracking and efficiency in product management. #### What Are Recent G2 Reviews of SCW.AI? **"[Spectacular customer support](https://www.g2.com/survey_responses/scw-ai-review-10015077)"** **Rating:** 5.0/5.0 stars *— Kagan C.* [Read full review](https://www.g2.com/survey_responses/scw-ai-review-10015077) --- **"[I have had nothing but good things to say about SCW.](https://www.g2.com/survey_responses/scw-ai-review-10301215)"** **Rating:** 5.0/5.0 stars *— Emily K.* [Read full review](https://www.g2.com/survey_responses/scw-ai-review-10301215) --- ## What Is Manufacturing Intelligence Software? [ Manufacturing](https://www.g2.com/categories/manufacturing) ## What Software Categories Are Similar to Manufacturing Intelligence Software? - [Manufacturing Execution System (MES) Software](https://www.g2.com/categories/manufacturing-execution-system) - [IoT Analytics Platforms](https://www.g2.com/categories/iot-analytics-platforms) - [Connected Worker Platforms](https://www.g2.com/categories/connected-worker-platform)