# 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=1242756&focus%5B%5D=120626&focus%5B%5D=1222090&focus%5B%5D=49518) Highlighted products: MasterControl Manufacturing Excellence, Seeq, Fabriq, L2L, Lineview, APEX, Factbird, and Amper. 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=lineview&focus%5B%5D=leandna-apex&focus%5B%5D=factbird&focus%5B%5D=amper) ## 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 18, 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=2026-07-18T12%3A45%3A37Z&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%3Fopen_modal_url%3D%252Fproducts%252Fworkclout%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fmanufacturing-intelligence%2526source%253Dcategory&secure%5Btoken%5D=231778a1ab94fd21fcb34f70a71dce7e298c16abb4f12fca4f5cd953a91ddcdf&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: 9.1/10) **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 MasterControl Manufacturing Excellence's **ease of use** enhances efficiency through intuitive features and seamless integrations. - Users commend MasterControl MX for its ability to achieve **significant error reduction** , enhancing compliance and process efficiency. - Users highlight the **exceptional customer support** of MasterControl, enhancing their experience with responsive and thorough assistance. - Users praise the **intuitive platform and features** of MasterControl MX, enhancing efficiency and accuracy in document creation. - Users highlight the **time and cost savings** from switching to electronic batch records, enhancing efficiency and compliance. **Cons:** - Users feel the **limited functionality** of MasterControl Manufacturing Excellence hinders user experience and efficiency in certain phases. - Users find the platform's **rigidity** hinders advanced workflow configuration and personalization during module building. - Users find the **complex usability** of MasterControl frustrating, especially when configuring workflows and updating templates. - Users face **training difficulties** with MasterControl, requiring extensive learning to navigate the system effectively. - Users report issues with **software bugs** that disrupt the system and hinder effective use of MasterControl. #### 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: 9.1/10) **Who Is the Company Behind Seeq?** - **Seller:** [Seeq Corporation](https://www.g2.com/sellers/seeq-corporation) - **Company Website:** https://www.seeq.com - **Year Founded:** 2013 - **HQ Location:** Seattle, Washington - **Twitter:** @SeeqCorporation (959 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/3126445/ (307 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Process Engineer - **Top Industries:** Oil & Energy, Chemicals - **Company Size:** 58% Enterprise, 32% Mid-Market #### What Are Seeq's Pros and Cons? **Pros:** - Data Analysis (29 reviews) - Ease of Use (24 reviews) - Features (19 reviews) - Analysis Capabilities (14 reviews) - Automation (10 reviews) **Cons:** - Difficult Learning (16 reviews) - Complex Usability (15 reviews) - Learning Curve (10 reviews) - Learning Difficulty (7 reviews) - UX Improvement (5 reviews) ### What Do G2 Reviewers Say About Seeq? *AI-generated summary from verified user reviews* **Pros:** - Users value the **powerful data analysis and visualization features** of Seeq, enhancing insights and collaboration across teams. - Users appreciate the **ease of use** of Seeq, which simplifies data analysis and enhances overall efficiency. - Users value the **transformative capabilities** of Seeq, enhancing data insights and accelerating decision-making for improved outcomes. - Users value the **intuitive analysis capabilities** of Seeq, simplifying time series data exploration and trend identification. - Users value Seeq's **automation capabilities** , which streamline data analysis and enhance decision-making efficiency. **Cons:** - Users find the **difficult learning curve** of Seeq challenging, especially when navigating without adequate guidance or experience. - Users find the **complex usability** of Seeq frustrating, particularly with visualizing data and navigating multiple AI agents. - Users find the **learning curve challenging** , especially without guidance or prior engineering knowledge, complicating usage of Seeq. - Users find the **learning difficulty** of Seeq challenging, especially when navigating its powerful features without guidance. - Users find the **interface lacking in user-friendliness** , particularly for visualizing data and creating dashboards. #### What Are Recent G2 Reviews of Seeq? **"[My seeq review](https://www.g2.com/survey_responses/seeq-review-11719959)"** **Rating:** 5.0/5.0 stars *— Verified User in Pharmaceuticals* [Read full review](https://www.g2.com/survey_responses/seeq-review-11719959) --- **"[Seeq Accelerates Digital Transformation and Transforms Business Processes](https://www.g2.com/survey_responses/seeq-review-12061217)"** **Rating:** 4.5/5.0 stars *— Simon T.* [Read full review](https://www.g2.com/survey_responses/seeq-review-12061217) --- #### What Are G2 Users Discussing About Seeq? - [How much does seeq cost?](https://www.g2.com/discussions/how-much-does-seeq-cost) - 1 upvote - [What is seeq cortex?](https://www.g2.com/discussions/what-is-seeq-cortex) - 1 comment - [What does seeq stand for?](https://www.g2.com/discussions/what-does-seeq-stand-for) - [What is seeq used for?](https://www.g2.com/discussions/what-is-seeq-used-for) ### 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: 9.1/10) **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 **simple and user-friendly** , making it easy for teams to integrate into their daily operations. - Users find Fabriq's **intuitive interface** user-friendly, enhancing adoption across various organizational levels and processes. - Users praise the **intuitive interface** of Fabriq, making it simple for teams to adopt and use effectively. - Users appreciate the **easy communication** of Fabriq, enhancing collaboration and efficiency across teams. - Users praise Fabriq for its **stability, intuitive interface, and powerful action tracking features** , enhancing daily operations effortlessly. **Cons:** - Users find the **limited export capabilities** of Fabriq challenging, complicating the integration of KPIs into dashboards. - Users find the **complex usability** of Fabriq challenging, particularly when modifying dashboards during creation or updates. - Users find that **export and integration of KPIs** can be tricky, leading to frustration in their workflow. - Users find **limited customization** options in Fabriq, particularly with copy-paste features and widget flexibility. - Users find Fabriq has **limited features** , requiring adaptations to fully leverage its capabilities. #### 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: 9.1/10) **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 find L2L to be **extremely user-friendly** , enabling quick setup and efficient completion tracking of tasks. - Users appreciate the **easy creation process** with SwipeGuide, allowing quick and intuitive guide development across their organization. - Users appreciate the **ease of use and flexibility** of L2L, facilitating effective tracking and management of operations. - Users value the **intuitive guide creation process** of SwipeGuide, enabling quick and effective implementation across their organization. - Users value the **increased efficiency** provided by L2L, enhancing productivity and streamlining maintenance processes effectively. **Cons:** - Users find the **limited options** in L2L restrict their ability to manage and retrieve data effectively. - Users find the **limited features** of L2L frustrating, leading to difficulties in accessing essential information easily. - Users face **editing difficulties** with shape rotation and limited options, impacting ease of use for non-tech-savvy individuals. - Users find **complex usability** in L2L due to a time-consuming setup and outdated interface affecting their experience. - Users find the **missing features** frustrating, limiting information access and making data retrieval cumbersome. #### 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: 9.1/10) **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 appreciate the **ease of use** of APEX, benefiting from intuitive features and excellent support. - Users praise the **fast and responsive customer support** , ensuring smooth implementation and ongoing assistance with LeanDNA. - Users value the **effective inventory management** features of APEX, enhancing supply chain visibility and risk anticipation. - Users value the **great visibility and structure** LeanDNA provides, enhancing supplier follow-up and performance monitoring. - Users find APEX's **time-saving features** invaluable, enhancing efficiency with intuitive workflows and advanced analytics. **Cons:** - Users struggle with the **complex usability** of APEX, finding self-editing and integration challenging without external help. - Users find the **limited customization** of APEX restrictive, impacting their ability to tailor the product to specific needs. - Users find the **missing filtering options** in APEX limiting, impacting their analysis and decision-making capabilities. - Users note that **data inaccuracies** persist as APEX's implementation continues, impacting the reliability of reports and information. - Users find the **learning curve steep** , but support helps navigate the complexity 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: 9.1/10) **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 appreciate the **automatic categorization of losses** in LineView, simplifying the identification of manufacturing inefficiencies. - Users value the **efficiency** of Lineview, enabling real-time analysis and better decision-making for operational improvements. - Users highly value the **responsive customer support** from Lineview, fostering strong relationships and enhancing overall experience. - Users value the **detailed real-time monitoring** of Lineview, enhancing machine performance understanding and improvement opportunities. - Users love the **automatic categorization of losses** in Lineview, simplifying inefficiency identification and enhancing operational efficiency. **Cons:** - Users often find the **complex usability** of Lineview overwhelming, leading to confusion and inefficiencies in their workflow. - Users find the **limited functionality** of Lineview complicates workflows and lacks automation for SKU changes and reporting flexibility. - Users find the **interface confusing** with overwhelming colors and limited customization, hindering their workflow efficiency. - Users express concern over **limited customization** , wishing for a more tailored interface and flexible reporting options. - Users find Lineview **not user-friendly** , with manual data entry complicating workflows and challenging initial setups affecting efficiency. #### 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. [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:** 63 **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: 9.1/10) **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:** 62% Mid-Market, 22% Small-Business #### What Are Factbird's Pros and Cons? **Pros:** - Ease of Use (11 reviews) - Customer Support (5 reviews) - Setup Ease (5 reviews) - User Interface (5 reviews) - Features (4 reviews) **Cons:** - Complex Usability (4 reviews) - Difficult Learning (3 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 praise the **ease of use** of Factbird, citing quick setup and intuitive features for seamless operation. - Users highlight the **fantastic customer support** of Factbird, enhancing ease of implementation and user experience significantly. - Users praise the **super easy setup** of Factbird, leading to a seamless integration and user-friendly experience. - Users appreciate the **modern and intuitive user interface** of Factbird, enhancing navigation and data visibility effortlessly. - Users praise Factbird for its **real-time metrics and fantastic support** , enhancing operational efficiency across multiple production lines. **Cons:** - Users find the **complex usability** of Factbird frustrating, especially with sensor configuration and OEE interpretation challenges. - Users find the **difficult learning** curve frustrating, with unclear terms and a need for better tutorials and assistance. - Users find the **limited customization** of Factbird restrictive, wishing for specific data tools and better reporting options. - Users find **configuring the sensors confusing** , which complicates their overall experience with Factbird. - Users struggle with the **inadequate analytics** of Factbird, as unclear terms lead to misinterpretation of data. #### What Are Recent G2 Reviews of Factbird? **"[Factbird quickly creates transparency and increases production performance](https://www.g2.com/survey_responses/factbird-review-11611874)"** **Rating:** 5.0/5.0 stars *— Martin S.* [Read full review](https://www.g2.com/survey_responses/factbird-review-11611874) --- **"[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) --- ### 8. [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: 9.1/10) **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 praise Amper's **exceptional customer support** , which greatly enhances their overall experience and efficiency. - Users value the **ease of use** of Amper, appreciating its straightforward installation and seamless integration with existing systems. - Users value the **customization capabilities** of Amper, enhancing data tracking and improving operational efficiency. - Users value Amper for its **efficiency in monitoring and optimizing production processes** , enhancing overall operational effectiveness. - Users value the **real-time tracking** of Amper, enabling quick responses to production issues and enhancing efficiency. **Cons:** - Users find the **complex usability** of Amper challenging, leading to inconsistent data collection and navigation issues. - Users express concerns over **limited multilingual support** and confusing features that hinder effective use of Amper. - Users find Amper's **limited functionality** frustrating, as it lacks essential multilingual support and can confuse unfamiliar users. - Users experience **connectivity issues** , especially in challenging environments, highlighting the need for a wired option. - Users face **data management issues** , requiring constant oversight to ensure accuracy and timely reporting. #### 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) --- ### 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: 9.1/10) **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 (12 reviews) - Efficiency (11 reviews) - Real-time Monitoring (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 **easy to use** , with clear graphics and responsive support enhancing overall experience. - Users value the **timely and precise customer support** from TRACTIAN, enhancing their overall experience significantly. - Users appreciate the **real-time monitoring** capabilities of TRACTIAN, enhancing equipment management and reducing downtime effectively. - Users appreciate the **efficiency** of TRACTIAN, resulting in enhanced productivity and streamlined machine health tracking. - Users appreciate the **real-time monitoring** of TRACTIAN, helping prevent issues and ensuring efficient machine maintenance. **Cons:** - Users find the **complex usability** of TRACTIAN challenging, especially during setup and when integrating with existing systems. - Users find the **difficult learning curve** hinders full utilization of TRACTIAN without sufficient training and assistance. - Users find TRACTIAN to be **expensive** , requiring a budget increase and additional training for effective use. - Users note a **steep learning curve** with TRACTIAN, requiring training and assistance for effective use. - Users find the **usability issues** with TRACTIAN's interface complicate their experience, particularly on mobile devices. #### 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: 9.1/10) **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) - Inefficient Workflow (4 reviews) - Limited Functionality (4 reviews) - Technical Glitches (4 reviews) - Complexity (3 reviews) ### What Do G2 Reviewers Say About Fulcrum? *AI-generated summary from verified user reviews* **Pros:** - Users find Fulcrum's **ease of use** remarkable, enhancing efficiency and streamlining complex workflows effortlessly. - Users commend Fulcrum's **exceptional customer support** , noting quick resolutions and proactive assistance in maximizing system capabilities. - Users highlight the **exceptional customer service** of Fulcrum, appreciating the responsive support and dedicated representatives. - Users love Fulcrum's **intuitive design and real-time project tracking** , enhancing efficiency and visibility in operations. - Users value the **user-friendly interface** of Fulcrum, noting its intuitive design enhances efficiency and reduces learning curves. **Cons:** - Users note the **complex usability** of Fulcrum, requiring significant time for setup amid its evolving features and integrations. - Users experience **inefficient workflow** due to manual data handling and integration challenges, impacting overall efficiency. - Users find **limited functionality** in Fulcrum, particularly in customization and reporting features, impacting their overall experience. - Users experience **technical glitches** during updates, but they are generally resolved quickly by support. - Users find the **complexity** of Fulcrum's features overwhelming at times, impacting their overall experience and adaptability. #### 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: 9.1/10) **Who Is the Company Behind TrendMiner?** - **Seller:** [TrendMiner](https://www.g2.com/sellers/trendminer) - **Company Website:** https://www.trendminer.com/ - **Year Founded:** 2008 - **HQ Location:** Hasselt, Flemish Region - **Twitter:** @TrendMining (777 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/trendminer/ (89 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Process Analytics Engineer, Process Engineer - **Top Industries:** Chemicals, Oil & Energy - **Company Size:** 53% Enterprise, 35% Mid-Market #### What Are TrendMiner's Pros and Cons? **Pros:** - Ease of Use (15 reviews) - Speed (7 reviews) - Insights (6 reviews) - Real-Time Monitoring (6 reviews) - Customer Support (5 reviews) **Cons:** - Complex Usability (8 reviews) - Difficult Learning (4 reviews) - Complexity (3 reviews) - Learning Curve (3 reviews) - Tool Limitations (3 reviews) ### What Do G2 Reviewers Say About TrendMiner? *AI-generated summary from verified user reviews* **Pros:** - Users find TrendMiner's **ease of use** exceptional, with an intuitive design that makes navigation seamless for everyone. - Users appreciate the **speed** of TrendMiner, enabling quick insights into data for effective decision-making. - Users value the **quick and reliable insights** from TrendMiner, enhancing operations and facilitating informed decision-making. - Users value the **real-time monitoring** in TrendMiner for its speed and effective quality control capabilities. - Users commend the **excellent customer support** and responsiveness of TrendMiner's team, enhancing their overall experience. **Cons:** - Users find the **complex usability** of TrendMiner challenging, especially for new users trying to connect data sources. - Users find **difficult learning** curves due to advanced features and insufficient training materials for effective onboarding. - Users find the **complexity** of TrendMiner challenging, requiring training and improvements in system administration for better usability. - Users find the **learning curve steep** with TrendMiner, struggling to grasp its advanced features and functionality quickly. - Users note the **limitations in mobile access and custom visualizations** , hindering their data experience with TrendMiner. #### What Are Recent G2 Reviews of TrendMiner? **"[Powerful tool for getting a good overview to detailed granular analitics](https://www.g2.com/survey_responses/trendminer-review-11789103)"** **Rating:** 4.5/5.0 stars *— Edward B.* [Read full review](https://www.g2.com/survey_responses/trendminer-review-11789103) --- **"[Simple Visualization, Quick Analysis](https://www.g2.com/survey_responses/trendminer-review-11788512)"** **Rating:** 4.5/5.0 stars *— Susana S.* [Read full review](https://www.g2.com/survey_responses/trendminer-review-11788512) --- #### What Are G2 Users Discussing About TrendMiner? - [How has Software AG TrendMiner supported your industrial analytics, and what features do you rely on?](https://www.g2.com/discussions/how-has-software-ag-trendminer-supported-your-industrial-analytics-and-what-features-do-you-rely-on) - [What is TrendMiner used for?](https://www.g2.com/discussions/what-is-trendminer-used-for) - 1 comment ### 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: 9.1/10) **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 their productivity and workflow. - Users praise the **ease of use** of CADDi Drawer, enjoying quick searches and a user-friendly interface that boosts productivity. - Users value the **data accessibility** of CADDi Drawer, enhancing efficiency and facilitating quick access to crucial information. - Users value the **excellent customer support** from CADDi Drawer, which enhances their experience and productivity across departments. - Users commend CADDi Drawer for its **significant productivity improvements** , ensuring quick access to drawings and streamlined workflows. **Cons:** - Users find the **complex usability** of CADDi Drawer requires significant effort during setup and initial use. - Users find the **difficult learning** curve of the CADDi Drawer challenging initially, requiring effort to utilize effectively. - Users find the CADDi Drawer **somewhat expensive** depending on storage needs, suggesting selective data uploads. #### 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: 9.1/10) **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 appreciate the **comprehensive data analysis capabilities** of Oracle Manufacturing Intelligence, enhancing their analytics experience seamlessly. - Users appreciate the **real-time monitoring and integration** capabilities of Oracle Manufacturing Intelligence for improved production efficiency. - Users benefit from **real-time performance monitoring** in Oracle Manufacturing Intelligence, enhancing productivity and process optimization. - Users appreciate the **ease of use** of Oracle Manufacturing Intelligence, enhancing productivity and simplifying automation processes. - Users value the **real-time monitoring** capabilities of Oracle Manufacturing Intelligence for enhancing efficiency and product quality. **Cons:** - Users find the **complex usability** of Oracle Manufacturing Intelligence frustrating, especially for those unfamiliar with the system. - Users find the **high costs** of implementing Oracle Manufacturing Intelligence a major drawback, impacting its accessibility for businesses. - Users find a **difficult learning curve** with Oracle Manufacturing Intelligence, compounded by limited available documentation for features. #### 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: 9.1/10) **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 sourcing decisions. - Users value the **powerful cost and DFM insights** provided by aPriori, enabling efficient design iterations and cost reductions. - Users find the **ease of use** of aPriori Manufacturing Intelligence Platform makes cost reduction insights readily accessible. - Users value the **powerful cost insights** provided by aPriori, enabling informed decisions and effective supplier collaboration. - Users value the **insightful cost reduction opportunities** provided by aPriori, enhancing decision-making for engineers and sourcing teams. **Cons:** - Users find the **complex usability** of aPriori Manufacturing Intelligence Platform intimidating, especially for infrequent users. - Users experience **slow performance** during online use and logging in, affecting their overall experience with aPriori. - Users find the **complex interface** intimidating, particularly those who are not frequent users of the tool. - Users find the **complexity of the interface** intimidating, especially for infrequent users, impacting usability. - Users find the **modeling capabilities less complex** than expected, limiting their overall satisfaction with the platform. #### 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: 9.1/10) **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 **intuitive coding and output windows** of SAS Production Quality Analytics for their ease of use and fast results. - Users value the **ease of use** of SAS Production Quality Analytics, finding it intuitive and accessible for various skill levels. - Users find SAS Production Quality Analytics **easy to learn and understand** , enhancing efficiency for statisticians with accurate results. - Users value the **high accuracy of results** in SAS Production Quality Analytics, enhancing their statistical work significantly. - Users appreciate the **excellent data visualization** capabilities of SAS Production Quality Analytics, enhancing their analytical experience. **Cons:** - Users note the **high cost** of SAS Production Quality Analytics, though they acknowledge its appreciated output. #### 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: 9.1/10) **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** offered by SAP Manufacturing Integration and Intelligence for factory operations. - Users appreciate the **seamless integrations** with various software, enhancing visibility and tracking within the SAP ERP system. - Users value the **real-time monitoring** capabilities of SAP MII, enabling instant issue detection and streamlined operations. - Users appreciate the **real-time tracking** capabilities of SAP, enhancing efficiency in Procurement and Maintenance tasks. - Users find the **ease of setup and organization** in SAP Manufacturing Integration and Intelligence greatly enhances their experience. **Cons:** - Users find SAP Manufacturing Integration and Intelligence **complex and not user friendly** , requiring extensive training and skill. - Users find SAP Manufacturing Integration and Intelligence **difficult to learn** , requiring extensive training and skills 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: 9.1/10) **Who Is the Company Behind dataPARC?** - **Seller:** [dataPARC](https://www.g2.com/sellers/dataparc) - **Year Founded:** 1997 - **HQ Location:** Washougal, US - **Twitter:** @dataPARCsolutio (26 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/dataparc-solutions/ (113 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Paper & Forest Products - **Company Size:** 62% Mid-Market, 31% Enterprise #### What Are dataPARC's Pros and Cons? **Pros:** - Customizability (2 reviews) - Data Analysis (2 reviews) - Data Visualization (2 reviews) - Ease of Use (2 reviews) - Features (2 reviews) **Cons:** - Complex Usability (1 reviews) - Data Management Issues (1 reviews) - Difficult Learning (1 reviews) - Learning Curve (1 reviews) - Required Expertise (1 reviews) ### What Do G2 Reviewers Say About dataPARC? *AI-generated summary from verified user reviews* **Pros:** - Users value the **customizability** of dataPARC, enabling tailored displays and efficient data management for all skill levels. - Users commend the **easy-to-use data analysis** capabilities of dataPARC, enhancing their productivity and efficiency in monitoring. - Users value the **data visualization capabilities** of dataPARC, appreciating its simplicity and expansive functionality. - Users value the **user-friendly design** of dataPARC, making navigation and information access simple and efficient. - Users value the **personalization and depth of dataPARC** , perfect for both novices and experienced users alike. **Cons:** - Users find the **complex usability** of dataPARC challenging, particularly due to the lack of detailed examples and explanations. - Users find the **data management issues** frustrating, particularly due to insufficient examples and guidance on VB commands. - Users find **difficulties in learning** due to limited examples and explanations for the VB language in dataPARC. - Users find the **steep learning curve** of dataPARC challenging due to insufficient examples and explanations of VB language. - Users feel the need for **enhanced VB language resources** , as existing materials lack clarity and accessibility for beginners. #### What Are Recent G2 Reviews of dataPARC? **"[Great Tool for Technical and Non-Technical Users alike](https://www.g2.com/survey_responses/dataparc-review-11487365)"** **Rating:** 4.5/5.0 stars *— Verified User in Paper & Forest Products* [Read full review](https://www.g2.com/survey_responses/dataparc-review-11487365) --- **"[Ease of Use and Quick Response, But the Manual Could Improve](https://www.g2.com/survey_responses/dataparc-review-11960468)"** **Rating:** 5.0/5.0 stars *— Unidades K G.* [Read full review](https://www.g2.com/survey_responses/dataparc-review-11960468) --- #### What Are G2 Users Discussing About dataPARC? - [What is dataPARC used for?](https://www.g2.com/discussions/what-is-dataparc-used-for) - 1 comment ### 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: 9.1/10) **Who Is the Company Behind The PI System?** - **Seller:** [AVEVA](https://www.g2.com/sellers/aveva) - **Year Founded:** 1967 - **HQ Location:** Cambridge, GB - **Twitter:** @AVEVAGroup (15,381 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/14547/ (7,631 employees on LinkedIn®) - **Ownership:** LSE:AVV **Who Uses This Product?** - **Company Size:** 43% Mid-Market, 38% Enterprise #### What Are The PI System's Pros and Cons? **Cons:** - Complex Usability (1 reviews) - UX Design (1 reviews) - UX Improvement (1 reviews) ### What Do G2 Reviewers Say About The PI System? *AI-generated summary from verified user reviews* **Cons:** - Users find the **graphics on PI Vision** not user-friendly, which hampers their overall experience and efficiency. - Users find the **graphics on PI Vision not user-friendly** , which hinders their overall experience with the system. - Users find the **graphics on PI Vision not user friendly** , creating challenges during their interactions with the system. #### What Are Recent G2 Reviews of The PI System? **"[Powerful Plant Data Tracking with Easy Excel Integration](https://www.g2.com/survey_responses/the-pi-system-review-12722467)"** **Rating:** 4.5/5.0 stars *— Verified User in Manufacturing* [Read full review](https://www.g2.com/survey_responses/the-pi-system-review-12722467) --- **"[Databases, Pi Explorer, and Notifications That Deliver](https://www.g2.com/survey_responses/the-pi-system-review-12371464)"** **Rating:** 4.5/5.0 stars *— Ricardo R.* [Read full review](https://www.g2.com/survey_responses/the-pi-system-review-12371464) --- #### What Are G2 Users Discussing About The PI System? - [What is pi process?](https://www.g2.com/discussions/what-is-pi-process) - [What is PI Historian software?](https://www.g2.com/discussions/what-is-pi-historian-software) - [What is the function of PI system?](https://www.g2.com/discussions/what-is-the-function-of-pi-system) - [What is Pi software?](https://www.g2.com/discussions/what-is-pi-software) ### 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: 9.1/10) **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 value the **ease of use** of Evocon, finding it simple to monitor and improve production efficiency. - Users commend Evocon for its **efficiency improvement** , enabling effortless tracking and analysis of company performance. - Users appreciate the **seamless integrations** of Evocon, enhancing performance analysis and efficiency tracking effortlessly. - Users appreciate the **effortless tracking and analysis** of production efficiency, enhancing overall performance seamlessly. - Users value the **effortless performance tracking** of Evocon, enhancing their ability to monitor and boost production efficiency. #### 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. [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: 9.1/10) **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 proactive machine supervision in operations. - Users highlight the **enhanced efficiency** of Raven.ai, benefiting from real-time insights that streamline operations and reduce downtime. - Users value the **seamless integration** of Raven.ai, enhancing productivity and providing real-time production tracking effortlessly. - Users appreciate the **seamless integration** of Raven.ai, enhancing productivity and providing valuable real-time insights. - Users value the **process improvement** capabilities of Raven.ai, enabling informed decisions for enhanced productivity in manufacturing. **Cons:** - Users find the **complex usability** of Raven.ai to hinder their experience, especially on mobile and navigation aspects. - Users find the **difficult learning curve** due to inadequate API documentation and absence of a built-in CI/CD pipeline. - Users find the **initial setup expensive** , making the integration process more complex and time-consuming than anticipated. #### 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) --- ### 21. [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: 9.1/10) **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 capabilities** of Tulip, enabling swift problem-solving and efficient app deployment. - Users appreciate the **easy learning curve** of Tulip, enabling quick app development and deployment for immediate solutions. - Users value the **easy API integration** in Tulip, enhancing their workflow and connectivity with other tools. - Users value the **excellent customer support** offered by Tulip, enhancing their overall experience with the product. - Users value the **ease of customizability** in Tulip, benefiting from seamless integrations and excellent customer support. **Cons:** - Users find Tulip has **limited features** , particularly in analytics and batch record tools, impacting functionality. - Users find Tulip has **limited functionality** , with basic analytics and restricted table relationship capabilities affecting usability. - Users find the **complexity** of Tulip's expression handling and tables to be cumbersome and challenging with larger datasets. - Users find the **complex procedures** in Tulip cumbersome, particularly in expression handling and managing large datasets. - Users find the **complex setup** of Tulip challenging, particularly with expression handling and managing large datasets. #### 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) ### 22. [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: 9.1/10) **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 praise the **responsive customer support** for helping maximize Factry Historian's data analysis capabilities. - Users appreciate the **powerful dashboard trends** in Factry Historian, enhancing their monitoring and analytical capabilities effortlessly. - Users find Factry Historian's **data analysis capabilities** powerful and valuable for effective monitoring and reporting. - Users appreciate the **powerful reporting capabilities** of Factry Historian, enhancing their data analysis and monitoring experiences. #### 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) --- ### 23. [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: 9.1/10) **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 commend Minitab Connect for its **ease of use** , featuring a user-friendly interface and abundant resources for learning. - Users appreciate the **efficiency of data integration** in Minitab Connect, enabling seamless access to various data sources. - Users appreciate the **easy integrations** of Minitab Connect, streamlining data access and enhancing analytical processes effortlessly. - Users appreciate the **seamless data integration** capabilities of Minitab Connect, enhancing accessibility and analysis effortlessly. - Users value the **seamless data integration** capabilities of Minitab Connect, enhancing accessibility and analysis efficiency. **Cons:** - Users find the **high learning curve** of Minitab Connect challenging, requiring patience and time to master effectively. - Users highlight a **high learning difficulty** with Minitab Connect, requiring patience and resources for effective use. - Users face challenges with **poor visualization** in Minitab Connect, particularly with large datasets and complex transformations. - Users face **visualization limitations** with Minitab Connect, particularly when handling large datasets and complex transformations. - Users find the **complexity of data transformations** in Minitab Connect to be slow and challenging compared to competitors. #### 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) ### 24. [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: 9.1/10) **Who Is the Company Behind ThingWorx Industrial IOT Platform?** - **Seller:** [Velotic](https://www.g2.com/sellers/velotic) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/velotic-software/ (358 employees on LinkedIn®) **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 invaluable, simplifying the design, coding, and testing of applications. - Users value the **real-time monitoring** capability of ThingWorx, enhancing asset tracking and health analysis significantly. - Users value the **excellent customer support** from PTC, enhancing their experience with ThingWorx Industrial IOT Platform. - Users value the **real-time data analysis** capabilities of ThingWorx for tracking asset health and utilization. - Users value the **efficiency** of ThingWorx, significantly reducing effort in designing, coding, and testing applications. **Cons:** - Users find the product **costly** , making it inaccessible for small organizations to implement effectively. - Users find the implementation process **complex** , making it challenging to fully utilize ThingWorx for all assets. - Users find the platform **slightly complex to learn** , especially for those who are new and inexperienced. - Users find the **charts widget basic** and lacking in effective report generation options for their needs. - Users find the **poor reporting** capabilities of ThingWorx disappointing, particularly regarding the basic charts widget. #### 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) --- ### 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: 9.1/10) **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 for efficient tracking and notifications in production processes. - Users benefit from **downtime management** via SCW.AI's sensors, allowing timely notifications and better waste tracking. - Users value the **real-time monitoring** of SCW.AI for its ability to provide instant notifications and actionable insights. #### 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)