# Best Manufacturing Intelligence Software *By [Nathan Calabrese](https://research.g2.com/insights/author/nathan-calabrese)* Manufacturing intelligence software helps manufacturers gather, manage, and analyze production data from multiple sources to improve operations. Consolidated from software systems and production equipment alike, manufacturing data can be analyzed in real time within manufacturing intelligence tools to detect quality issues and identify opportunities to both reduce manufacturing costs and increase productivity. This type of software is used mainly by production managers and supervisors to monitor operations across multiple locations, but can also be used by employees to find the information they need to perform manufacturing tasks. Manufacturing intelligence software can be delivered as a standalone system or combined with manufacturing execution systems. This type of software needs to integrate with [ERP systems](https://www.g2.com/categories/erp-systems) to exchange production information and with [quality management software (QMS)](https://www.g2.com/categories/quality-management-qms) to help companies address quality issues. For optimal capture of shop floor data, manufacturing intelligence solutions should integrate with [Supervisory Control and Data Acquisition (SCADA) software](https://www.g2.com/categories/supervisory-control-and-data-acquisition-scada). To qualify for inclusion in the Manufacturing Intelligence category, a product must: - Gather manufacturing data from all systems and locations involved in production - Provide features to clean and structure manufacturing data to make easier to use - Deliver relevant information to the employees and managers involved in production - Analyze production data in real time and alert users based on predefined rules - Monitor KPIs and metrics for quality management, productivity, and cost control ## G2 Grid® for Manufacturing Intelligence Software ![G2 Grid® for Manufacturing Intelligence Software plotting products by satisfaction and market presence](https://www.g2.com/categories/manufacturing-intelligence/grids.png?focus%5B%5D=93721&focus%5B%5D=98576&focus%5B%5D=1192379&focus%5B%5D=161966&focus%5B%5D=120626&focus%5B%5D=1242756&focus%5B%5D=1222090&focus%5B%5D=49518) Highlighted products: MasterControl Manufacturing Excellence, Seeq, Fabriq, L2L, APEX, Lineview, 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=leandna-apex&focus%5B%5D=lineview&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 16, 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** ### Knowby Capture Any Process. Guide Every Worker. Create and Share Any On-Screen or Manual Workflow by QR Code, Link or Embed in Minutes. Full Access Free 30-Day Trial with No Card. Auto-Translate 140+ languages. Minimise Downtime, Speed Up Onboarding and Keep SOPs and Work Instructions up to date. Particularly beneficial for training, onboarding, and everyday operational tasks, enabling teams to transform complex processes into easily digestible instructions. With its availability on both web and mobile platforms, Knowby Pro ensures that assistance is accessible anytime and anywhere, facilitating seamless collaboration and knowledge sharing among team members. Knowby offers four ways to capture work processes from the desk to the shop floor. Capture screen clicks, convert video to step-by-step guides quickly using AI, transform PDF docs into digital know-how or create SOPs from scratch. Targeted primarily at organizations seeking to enhance their training and operational efficiency, Knowby Pro caters to a wide range of industries, including technology, healthcare, and education. The software is designed for teams that require concise and effective communication of procedures, making it an essential resource for onboarding new employees, training staff on new tools, or providing ongoing support for existing processes. By utilizing Knowby Pro, organizations can streamline their training efforts, reduce the time spent on instruction, and improve overall productivity. One of the key features of Knowby Pro is its support for over 140 languages, which allows teams to create inclusive content that caters to diverse audiences. The integration of artificial intelligence enhances the content creation process by automatically generating instructions from video content, suggesting improvements, and providing translation services. This ensures that knowbys are not only accurate but also culturally relevant, as users can manually verify translations for quality assurance. Such capabilities make Knowby Pro a versatile tool for global teams, ensuring that all members can access and understand the necessary information. In addition, Knowby can capture valuable data and feedback from workers as they use instructions, and seamlessly integrate with other business systems. This creates a smooth flow of information across the organisation, strengthening decision-making, compliance, and continuous improvement while closing the gap between workers on the ground and the systems that guide their work. Knowby is grounded in Cognitive Load Theory, which emphasizes the importance of reducing mental effort during the learning process. Each step in a knowby is designed to present only the essential information, minimizing clutter and confusion. This intentional design makes instructions easier to follow and retain, which is particularly advantageous in fast-paced environments where clear communication is critical. By focusing on clarity and simplicity, Knowby helps organizations reduce errors and accelerate the learning curve for new processes or tools. Overall, Knowby stands out in the instructional design software category by offering a user-friendly interface, robust language support, and AI-driven features that enhance content creation. Its commitment to reducing cognitive load and improving communication makes it an invaluable asset for teams looking to optimize their training and operational workflows. [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=2026-07-16T09%3A49%3A10Z&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=1868&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1320344&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%252Ffactory-harmonizer%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fmanufacturing-intelligence%2526source%253Dcategory&secure%5Btoken%5D=4f733e70ed6bcc9abed9f6d2b820af5b53adbf32fc1abd7a249f73e3e7f91a48&secure%5Burl%5D=https%3A%2F%2Fwww.knowby.co%2F%3Futm_campaign%3D118467781-G2%26utm_source%3Dppc%26utm_medium%3Dppc%26utm_content%3Dcategory&secure%5Burl_type%5D=free_trial) --- ## 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 (39 reviews) - Error Reduction (18 reviews) - Improvement (16 reviews) - Features (15 reviews) - Customer Support (13 reviews) **Cons:** - Limited Functionality (18 reviews) - Complex Usability (8 reviews) - Rigidity (8 reviews) - Software Bugs (7 reviews) - Training Difficulties (7 reviews) ### What Do G2 Reviewers Say About MasterControl Manufacturing Excellence? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **user-friendly interface** of MasterControl Manufacturing Excellence, finding task execution and template creation effortless. - Users value the **error reduction** capabilities of MasterControl, enhancing process efficiency and ensuring quality in manufacturing. - Users commend the **efficiency improvements** of MasterControl, enhancing visibility and streamlining processes across the organization. - Users commend the **flexible and user-friendly features** of MasterControl Manufacturing Excellence, enhancing efficiency and organization. - Users praise the **responsive customer support** from MasterControl, facilitating smooth onboarding and efficient troubleshooting. **Cons:** - Users note **limited functionality** in MasterControl, with issues like lack of track changes and insufficient phase step controls. - Users find the **complex usability** of MasterControl Manufacturing Excellence frustrating, hindering effective template management and learning. - Users find the system's **rigidity** limits personalization and flexibility in module customization, hindering their operational efficiency. - Users face **software bugs** that disrupt operations and require effective contingency plans to mitigate downtime issues. - Users find the **training difficulties** challenging, as mastering the system requires extensive learning and support. #### 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 **effective data analysis and visualization** capabilities of Seeq, enhancing insights and knowledge sharing. - Users appreciate the **ease of use** of Seeq, facilitating quick access to data analysis for all professionals. - Users value Seeq's **ability to transform data into actionable insights** , enhancing decision-making and driving business performance. - Users value Seeq's **outstanding analysis capabilities** , allowing easy exploration and visualization of time series data. - Users appreciate the **automation capabilities** of Seeq, which significantly enhance efficiency and improve decision-making processes. **Cons:** - Users find the **difficult learning curve** of Seeq a challenge, requiring engineering knowledge for optimal use. - Users find the **complex usability** of Seeq frustrating, especially in visualizing LIMS quality and time series data. - Users find the **learning curve steep** for Seeq, requiring guidance to fully utilize its powerful features. - Users find the **learning difficulty** of Seeq challenging and recommend guidance to navigate the complexities effectively. - Users find the **interface for visualizing data** unhelpful and cumbersome, impacting their overall experience with Seeq. #### 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's **ease of use** exceptional, as it is simple, intuitive, and customizable for various teams. - Users highlight the **intuitive interface** of Fabriq, making it easy for all levels to adopt and utilize. - Users find the **intuitive and visually appealing interface** of Fabriq makes it easy for shopfloor teams to adopt. - Users value the **easy communication** features of Fabriq, enhancing team collaboration and operational efficiency. - Users commend Fabriq's **intuitive interface** and integrated Lean processes, making it ideal for structured daily management. **Cons:** - Users find **limited export options** frustrating, hindering their ability to modify and integrate KPIs effectively. - Users find the **complex usability** of Fabriq challenging, particularly during dashboard creation and modifications. - Users often face **integration issues** with KPI exports in Fabriq, leading to a frustrating experience. - Users find the **limited customization** of Fabriq's dashboard features restrictive, seeking more flexible options and KPI dimensions. - Users note the **limited features** of Fabriq, indicating a need for improvement in its functionalities. #### 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 highlight the **ease of use** of L2L, enabling quick setup and efficient task management across devices. - Users highlight the **easy creation** process of L2L, making guide development quick and intuitive for all users. - Users value the **ease of use and robust functionality** of L2L, enhancing task management and operational tracking. - Users value the **ease of instruction creation** with SwipeGuide, noting its intuitive interface and quick setup. - Users highlight the **increased efficiency** of L2L, streamlining operations and enhancing productivity with ease of use. **Cons:** - Users highlight the **limited options** for managing SOPs, leading to difficulties in data retrieval and functionality. - Users are frustrated by the **limited features** of L2L, impacting usability and access to essential information. - Users find **editing difficulties** frustrating, especially with limited options and issues like cursor misalignment. - Users find the **complex usability** of L2L challenging, particularly with setting up and navigating new features. - Users are frustrated by **missing features** that hinder data visibility and complicate retrieval processes in L2L. #### What Are Recent G2 Reviews of L2L? **"[SG has been an absolute game changer for training and consistent quality on our production floor!](https://www.g2.com/survey_responses/l2l-review-8798690)"** **Rating:** 5.0/5.0 stars *— Margaret K.* [Read full review](https://www.g2.com/survey_responses/l2l-review-8798690) --- **"[Easy to Use, Keeps Our Plant Connected and Informed](https://www.g2.com/survey_responses/l2l-review-12417602)"** **Rating:** 4.5/5.0 stars *— Desiree A.* [Read full review](https://www.g2.com/survey_responses/l2l-review-12417602) --- #### What Are G2 Users Discussing About L2L? - [What is L2L Smart Manufacturing Platform used for?](https://www.g2.com/discussions/what-is-l2l-smart-manufacturing-platform-used-for) - [What is SwipeGuide used for?](https://www.g2.com/discussions/what-is-swipeguide-used-for) - 1 comment ### 5. [APEX](https://www.g2.com/products/leandna-apex/reviews) APEX by LeanDNA is the factory-focused platform for AI-powered expert execution to establish command of supply planning and materials management. It powers optimized decisions and operations through materials visibility, predictive insights, supplier collaboration, and recommended actions. APEX synchronizes people, materials, and sites with data centralization, AI, and machine learning to analyze supply conditions, predict risks, connect across suppliers, and outline the best actions to protect and optimize production. With core capabilities spanning data visibility and AI, supply insights, procurement management, and inventory optimization, APEX transforms fragmented data into supply chain intelligence that drives confident, precise execution. Teams eliminate operational guesswork, respond faster to disruption, and improve performance with smarter prioritization and optimized supply strategies. **Average Rating:** 4.5/5.0 **Total Reviews:** 128 **How Do G2 Users Rate APEX?** - **Dashboards:** 8.1/10 (Category avg: 8.6/10) - **Aggregation:** 8.1/10 (Category avg: 8.4/10) - **Propagation:** 7.4/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10) **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 find APEX to offer **ease of use** with intuitive features and excellent support, enhancing their productivity. - Users highlight the **fast and responsive customer support** of APEX, enhancing collaboration and problem-solving effectively. - Users value the **efficient inventory management** of APEX, which enhances supply chain visibility and optimizes stock control. - Users appreciate the **visibility and structure** LeanDNA provides, enhancing supplier management and collaboration effectively. - Users value the **time-saving capabilities** of APEX, appreciating its intuitive workflows and efficient analytics. **Cons:** - Users find the **complex usability** of APEX challenging, often requiring assistance for navigation and integration. - Users express frustration over **limited customization** options in APEX, wishing for more flexibility in field modifications. - Users wish for **missing filtering options** and greater flexibility in performance adjustments, affecting analysis accuracy. - Users note concerns about **data inaccuracy** , with issues related to real-time updates and missing explanations. - Users find the **learning curve steep** , but support helps in overcoming initial challenges to maximize APEX's features. #### 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:** Manufacturing, Food & Beverages - **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 value the **automatic categorization of losses** in LineView, enhancing efficiency and simplifying the identification of inefficiencies. - Users value the **efficiency of real-time data analysis** in Lineview, enabling better decision-making and operational improvements. - Users value the **exceptional customer support** from Lineview, enhancing their experience with knowledgeable and dedicated assistance. - Users value the **real-time monitoring** of Lineview, gaining instant insights into machine performance for continuous improvement. - Users value Lineview's **real-time data insights and automated loss categorization** that significantly enhance operational efficiency. **Cons:** - Users find the **complex usability** of Lineview overwhelming, making it difficult to effectively manage and understand data. - Users note the **limited functionality** of Lineview, requiring manual data input and lacking automatic SKU changes. - Users find the **interface confusing** due to overwhelming colors and limited control, impacting their workflow and customization. - Users find the **limited customization** options in Lineview restrict their ability to tailor the interface to their needs. - Users find Lineview **not user-friendly** due to manual data entry, complex initial setup, and inconsistent updates. #### 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 love the **ease of use** of Factbird, highlighting quick setup and responsive customer support as major benefits. - Users value the **responsive and helpful customer support** of Factbird, enhancing their overall experience and implementation ease. - Users commend the **super easy setup** of Factbird, enhancing the overall experience with reliable customer support. - Users praise the **modern and intuitive interface** of Factbird, enhancing navigation and user experience effectively. - Users value the **real-time data tracking** and user-friendly interface of Factbird, enhancing productivity across multiple teams. **Cons:** - Users find the **configuration process confusing** , leading to difficulties in utilizing the full potential of Factbird. - Users find **difficult learning** curves in interpreting OEE and features, suggesting better tutorials and explanations are needed. - Users note the **limited customization** of Factbird, which hinders tailored data visualization and reporting capabilities. - Users find **configuring the sensors confusing** , leading to frustration when trying to utilize Factbird effectively. - Users face challenges due to **inadequate analytics** , as many terms and calculations lack clarity and can mislead interpretations. #### 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 commend Amper's **excellent customer support** , enhancing their experience and aiding in seamless transitions and operations. - Users value the **ease of use** of Amper, appreciating its straightforward installation and seamless software integration. - Users value Amper's **customization capabilities** , enhancing data visibility and improving operational management for complex machine processes. - Users value the **enhanced efficiency** of Amper, facilitating quick problem-solving and productivity improvements on the shop floor. - Users value the **real-time tracking** of Amper, enabling quick responses and informed decision-making on production issues. **Cons:** - Users find the **complex usability** of Amper challenging, with inconsistencies and navigation difficulties affecting efficiency. - Users find the **limited multilingual support** of Amper hampers accurate data collection and creates frustration among employees. - Users are frustrated by Amper's **limited functionality** , particularly its inadequate multilingual support and excessive unused features. - Users experience occasional **connectivity issues** , especially in areas with unstable wireless environments in manufacturing settings. - Users face **data management issues** that complicate operations, requiring constant oversight to ensure accuracy and timeliness. #### 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 (13 reviews) - Real-Time Monitoring (12 reviews) - Efficiency (11 reviews) **Cons:** - Complex Usability (10 reviews) - Difficult Learning (9 reviews) - Expensive (6 reviews) - Learning Curve (5 reviews) - Usability Issues (4 reviews) ### What Do G2 Reviewers Say About TRACTIAN? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **ease of use** of TRACTIAN, appreciating its clear graphics and straightforward implementation. - Users commend the **timely and precise customer support** from TRACTIAN, enhancing their implementation experience significantly. - Users value TRACTIAN for its **real-time monitoring** , enabling effective management and proactive maintenance of equipment. - Users value TRACTIAN for its **real-time monitoring** , enhancing equipment management and reducing unexpected downtime effectively. - Users value the **efficiency** of TRACTIAN in tracking machine health and boosting productivity with minimal effort. **Cons:** - Users find the **complex usability** of TRACTIAN challenging, requiring significant support for effective setup and navigation. - Users find **difficult learning** curves with TRACTIAN, requiring training and support for effective usage and setup. - Users find TRACTIAN to be **somewhat expensive** , needing to adjust budgets and train staff for effective use. - Users find the **learning curve challenging** , requiring time and training to use TRACTIAN effectively. - Users face **usability issues** with TRACTIAN, finding the interface complicated and difficult to navigate 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) - Limited Functionality (4 reviews) - Technical Glitches (4 reviews) - Complexity (3 reviews) - Inefficient Workflow (3 reviews) ### What Do G2 Reviewers Say About Fulcrum? *AI-generated summary from verified user reviews* **Pros:** - Users find Fulcrum's **ease of use** remarkable, allowing seamless integration and efficient management of complex workflows. - Users highlight the **exceptional customer support** of Fulcrum, praising responsiveness and proactive assistance for maximizing system capabilities. - Users praise Fulcrum for its **exceptional customer support** , highlighting quick resolutions and proactive assistance from the support team. - Users appreciate the **intuitive interface and robust support** of Fulcrum, streamlining operations and enhancing efficiency. - Users appreciate Fulcrum's **user-friendly interface** , enabling quick adoption and efficient operations across their teams. **Cons:** - Users face **complex usability issues** due to extensive setup requirements and integration challenges with Fulcrum's evolving features. - Users note **limited functionality** in reports and job edits, while recognizing ongoing improvements and rapid innovation from Fulcrum. - Users experience **technical glitches** due to rapid updates, but support resolves issues quickly to enhance functionality. - Users experience **complexity issues** with Fulcrum due to limitations in editing and scheduling, impacting workflow management. - Users face **inefficient workflow challenges** with Fulcrum's setup demands and issues integrating with other systems. #### 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 value the **intuitive design** of TrendMiner, making navigation effortless and enhancing overall workflow efficiency. - Users enjoy the **speed** of TrendMiner, enabling quick insights and efficient data analysis. - Users value the **quick insights and reliable analytical efficiency** of TrendMiner, enhancing operational monitoring and decision-making. - Users value the **real-time monitoring** of TrendMiner, enabling quick insights into production status and quality control. - Users commend the **responsive and helpful customer support** of TrendMiner, enhancing their overall experience and usability. **Cons:** - Users find the **complex usability** of TrendMiner challenging, requiring specific skills that new users often lack. - Users find **difficult learning** due to the need for specialized skills and minimal training materials for effective use. - Users find the **complexity of advanced functions** in TrendMiner requires training and can complicate administrative tasks. - Users find the **learning curve steep** due to the complexity and demand for training on TrendMiner's advanced features. - Users find **tool limitations** in TrendMiner, particularly missing mobile access and restrictions on custom calculations. #### 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 benefit from the **easy search functionality** of CADDi Drawer, significantly enhancing efficiency and productivity in locating materials. - Users highlight the **ease of use** of CADDi Drawer, praising its streamlined search and user-friendly interface. - Users value the **easy access to data** in CADDi Drawer, enhancing workflow efficiency and collaboration across teams. - Users benefit from the **excellent customer support** of CADDi Drawer, enhancing their experience and satisfaction significantly. - Users highlight the **efficiency boost** from CADDi Drawer, simplifying access to drawings and enhancing overall productivity. **Cons:** - Users find the **initial setup complex** , requiring time and effort to effectively upload and utilize the CADDi Drawer. - Users find the **difficult learning curve** of the CADDi Drawer challenging, requiring time and effort to adapt. - Users find the CADDi Drawer to be **rather expensive** depending on the volume of stored files. #### 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 manufacturing processes. - Users value the **real-time manufacturing integration** of Oracle Manufacturing Intelligence for efficient performance tracking and decision-making. - Users find that OMI enhances **process improvement** by providing real-time insights and user-friendly solutions for manufacturing efficiency. - Users value the **operating simplicity** of Oracle Manufacturing Intelligence, enhancing productivity and streamlining automation processes. - Users value the **real-time monitoring** of Oracle Manufacturing Intelligence, enhancing visibility and improving operational efficiency. **Cons:** - Users find the **complex usability** of Oracle Manufacturing Intelligence frustrating, particularly for those unfamiliar with the system. - Users find Oracle Manufacturing Intelligence to be **expensive** , with high implementation costs and limited customization options. - Users find Oracle Manufacturing Intelligence has a **difficult learning curve** , with limited online resources complicating feature exploration. #### 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 aPriori for its **effective cost analysis** , enabling smarter decision-making and significant savings for their companies. - Users appreciate the **critical cost insights** provided by aPriori, enabling effective design iterations and supplier collaboration. - Users value the **ease of use** of aPriori, making it simple to input and analyze cost-saving opportunities. - Users value the **powerful cost insights** provided by aPriori, enhancing design efficiency and supplier collaboration. - Users value the **insights for cost reduction** aPriori offers, empowering engineers and purchasing with critical information. **Cons:** - Users find the **complex usability** of aPriori intimidating, especially those unfamiliar with the tool's extensive features. - Users report experiencing **slow performance** during online use, particularly with login times affecting their experience. - Users find the **complex interface** of aPriori daunting, especially for infrequent users, impacting ease of use. - Users find the **complexity daunting** in aPriori, especially when not used frequently, affecting usability and accessibility. - Users find the **capabilities less complex** than expected, which limits their ability to leverage the platform fully. #### 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 **easy-to-understand coding and fast output** of SAS Production Quality Analytics, enhancing their data analysis experience. - Users find the **ease of use** of SAS Production Quality Analytics impressive, appreciating its intuitive coding and output windows. - Users find the **ease of learning** SAS Production Quality Analytics invaluable for both basic and advanced statistical work. - Users appreciate the **accurate results** provided by SAS Production Quality Analytics, enhancing their statistical analysis capabilities. - Users appreciate the **effective data visualization** capabilities of SAS Production Quality Analytics, enhancing their analytical experience. **Cons:** - Users acknowledge the **high cost** of SAS Production Quality Analytics, yet appreciate its output quality. #### 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 **fast issue resolution and comprehensive integration** offered by SAP Manufacturing Integration and Intelligence. - Users value the **integration capabilities** of SAP Manufacturing Integration and Intelligence, enhancing visibility and tracking across software systems. - Users value the **real-time monitoring** of SAP MII, enabling immediate visibility and quick resolution of issues. - Users appreciate the **real-time tracking capabilities** of SAP, enhancing procurement and maintenance efficiency for spare parts. - Users appreciate the **ease of setup and organization** of SAP Manufacturing Integration and Intelligence, enhancing their experience. **Cons:** - Users find SAP Manufacturing Integration and Intelligence **complex to use** , requiring extensive training and knowledge to navigate effectively. - Users find SAP Manufacturing Integration and Intelligence challenging, requiring **difficult learning** and extensive training 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, offering tailored displays for both novice and advanced needs. - Users value the **quick and accessible data analysis** capabilities of dataPARC, enhancing their operational efficiency and insights. - Users value the **data visualization capabilities** of dataPARC, finding it extensive and user-friendly for efficient monitoring. - Users find dataPARC to be **extremely user-friendly** , facilitating easy navigation and reducing the need for extensive training. - Users value the **personalized displays and extensive capabilities** of dataPARC, catering to both novices and experts. **Cons:** - Users find the **complex usability** of dataPARC challenging, especially those unfamiliar with VB language and commands. - Users face **data management issues** due to insufficient examples and explanations for the VB language in dataPARC. - Users find the **difficult learning curve** due to insufficient examples and explanations for building CalcTags in dataPARC. - Users find the **learning curve steep** , needing more examples and explanations for better understanding of VB in dataPARC. - Users find the **required expertise** for DataPARC challenging, especially without sufficient examples or guidance on VB language. #### 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, leading to a frustrating experience in navigation and usage. - Users find the **graphics on PI Vision not user-friendly** , leading to a frustrating overall experience. - Users find the **graphics on PI Vision not user friendly** , leading to a less intuitive experience overall. #### 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 find Evocon's **ease of use** exceptional, making performance tracking and analysis simple and straightforward. - Users value the **efficiency improvements** from Evocon, finding it easy to monitor and enhance production performance. - Users appreciate the **seamless integrations** of Evocon, enhancing performance analysis and boosting production efficiency easily. - Users value the **effortless monitoring** of production efficiency with Evocon, greatly enhancing performance analysis and tracking. - Users value the **effective performance tracking** of Evocon, which enhances productivity and simplifies analysis of activities. #### 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 real-time supervision of production activities. - Users appreciate the **improved efficiency** of Raven.ai, enabling real-time insights and seamless production monitoring. - Users value the **seamless integration** of Raven.ai, enhancing productivity and enabling quick access to vital data insights. - Users appreciate the **seamless integration** of Raven.ai, which enhances productivity and provides meaningful, data-driven insights. - Users value the **process improvement** capabilities of Raven.ai, enabling informed decisions and enhanced productivity for manufacturers. **Cons:** - Users find the **complex usability** challenging, indicating a need for a more user-friendly interface and smoother navigation. - Users find the **difficult learning** curve due to unclear API documentation and absence of a CI/CD pipeline. - Users find the **initial setup expensive** , as it can be complex and time-consuming to integrate with existing systems. #### What Are Recent G2 Reviews of Raven.ai? **"[Impressive Real-Time Video Analysis for Security](https://www.g2.com/survey_responses/raven-ai-review-12081671)"** **Rating:** 4.0/5.0 stars *— Suman R.* [Read full review](https://www.g2.com/survey_responses/raven-ai-review-12081671) --- **"[Enhancing Production Speed and Minimising Errors](https://www.g2.com/survey_responses/raven-ai-review-10685590)"** **Rating:** 5.0/5.0 stars *— Shalaka S.* [Read full review](https://www.g2.com/survey_responses/raven-ai-review-10685590) --- ### 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, allowing quick app development and efficient problem-solving. - Users appreciate the **easy learning curve** of Tulip, enabling quick app creation and deployment for various needs. - Users value the **ease of API integration** with Tulip, enhancing their tool customization and support experience. - Users value the **excellent customer support** provided by Tulip, enhancing their overall experience with the product. - Users value the **ease of customizability** with Tulip, enjoying seamless integration and excellent customer support. **Cons:** - Users find the **limited features** of Tulip restrictive, particularly in analytics and batch record capabilities. - Users find the **limited functionality** of Tulip restrictive, especially with basic analytics and table relationships. - Users find the **complexity of expression handling** in Tulip cumbersome, suggesting improvements for better user-friendliness. - Users find the **complex procedures** in Tulip cumbersome, suggesting improvements for easier logic management and robust dataset handling. - Users find the **complex setup** of expression handling cumbersome, indicating a need for more user-friendly options in Tulip. #### What Are Recent G2 Reviews of Tulip? **"[A powerful platform for simplifying Industry 4.0 solutions](https://www.g2.com/survey_responses/tulip-review-12104104)"** **Rating:** 5.0/5.0 stars *— Michael G.* [Read full review](https://www.g2.com/survey_responses/tulip-review-12104104) --- **"[Tulip Makes Life Easier](https://www.g2.com/survey_responses/tulip-review-9174035)"** **Rating:** 5.0/5.0 stars *— Zach K.* [Read full review](https://www.g2.com/survey_responses/tulip-review-9174035) --- #### What Are G2 Users Discussing About Tulip? - [What is tulip in manufacturing?](https://www.g2.com/discussions/what-is-tulip-in-manufacturing) - 1 comment - [What is Tulip application?](https://www.g2.com/discussions/what-is-tulip-application) - [What is Tulip system?](https://www.g2.com/discussions/what-is-tulip-system) ### 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 value the **responsive customer support** of Factry Historian, enhancing their experience and satisfaction with the tool. - Users find the **Dashboard Trends** feature of Factry Historian invaluable for monitoring and analyzing data effectively. - Users appreciate the **data analysis capabilities** of Factry Historian, finding it essential for monitoring and reporting. - Users value the **effective reporting** capabilities of Factry Historian, enhancing their analysis and monitoring efforts. #### What Are Recent G2 Reviews of Factry Historian? **"[User friendly and great customer support](https://www.g2.com/survey_responses/factry-historian-review-8977853)"** **Rating:** 5.0/5.0 stars *— Evan W.* [Read full review](https://www.g2.com/survey_responses/factry-historian-review-8977853) --- **"[Great modern tool for industrial applications](https://www.g2.com/survey_responses/factry-historian-review-10977408)"** **Rating:** 5.0/5.0 stars *— Verified User in Chemicals* [Read full review](https://www.g2.com/survey_responses/factry-historian-review-10977408) --- ### 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 find Minitab Connect to be **easy to use** , with a user-friendly interface and abundant learning resources. - Users commend the **efficiency of data integration** in Minitab Connect, simplifying access and analysis across various sources. - Users appreciate the **easy integrations** in Minitab Connect, enhancing data accessibility and streamlining analysis seamlessly. - Users value the **seamless data integration** and accessibility of Minitab Connect, enhancing their analytical capabilities significantly. - Users appreciate the **effortless data integration** of Minitab Connect, making analytical processes smooth and efficient. **Cons:** - Users find the **high learning curve** of Minitab Connect challenging, requiring time and persistence to master its features. - Users note a steep **learning difficulty** with Minitab Connect, requiring time and persistence to master the tool. - Users find **poor visualization** with large datasets and complex transformations to be a significant drawback of Minitab Connect. - Users face **visualization limitations** with Minitab Connect, particularly with large datasets and complex transformations. - Users find the **complexity** of Minitab Connect slows down data visualization and increases costs compared to alternatives. #### 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. [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% Small-Business #### 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, enabling effective tracking and timely notifications for better efficiency. - Users value the **effective downtime management** of SCW.AI, facilitating timely notifications and waste reduction insights. - Users appreciate the **real-time monitoring** of SCW.AI, finding it essential for tracking execution and managing waste effectively. #### 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) --- ### 25. [MANUFACTURO](https://www.g2.com/products/manufacturo/reviews) Build The Right Thing. The Right Way. Right Now. At Manufacturo, we believe the future belongs to manufacturers who learn fast and adapt even faster. Our platform is purpose-built for you to outpace the status quo — with everything you need to move from engineering to production, to scale efficiently and operate with precision. Manufacturo is a cloud platform for manufacturers that combines deep functionality with modern flexibility. It’s not just a manufacturing execution system (MES). From day one, we designed our platform to be intuitive, fast, and API-first—built to match the way modern manufacturers operate. You can deploy quickly, scale at your pace, and configure everything just the way you want it — or use it right out of the box. Our cloud platform includes native applications built from the ground up as a unified system: dispatching and work scheduling, document control, nonconformance and CAPA management, traceability, inventory and asset tracking, material requirements planning (MRP), standard operations, and more. Real-time data flows from one operation to the next—driving usability, visibility, and quality across the production process. Unlike legacy MES tools, Manufacturo embeds quality – including compliance, traceability, and change control - directly into production; there are no bolt-ons, no workarounds. Every decision is grounded in clean, contextualized data. Every production operation is a quality operation. Every process is built to adapt. And every user, from the shop floor to engineering, gets a system that makes the complex usable. Whether you're launching spacecraft, building energy infrastructure, or scaling next-gen manufacturing, Manufacturo gives you the control, visibility, and agility to do it right — and do it better. **Average Rating:** 4.7/5.0 **Total Reviews:** 35 **How Do G2 Users Rate MANUFACTURO?** - **Dashboards:** 8.3/10 (Category avg: 8.6/10) - **Aggregation:** 9.4/10 (Category avg: 8.4/10) - **Propagation:** 9.4/10 (Category avg: 8.3/10) - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10) **Who Is the Company Behind MANUFACTURO?** - **Seller:** [MANUFACTURO](https://www.g2.com/sellers/manufacturo) - **Year Founded:** 2018 - **HQ Location:** Brea, US - **Twitter:** @MANUFACTURO1 (70 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/manufacturo-com/ (87 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Manufacturing Engineer - **Top Industries:** Aviation & Aerospace, Automotive - **Company Size:** 51% Mid-Market, 37% Enterprise #### What Are MANUFACTURO's Pros and Cons? **Pros:** - Customer Support (11 reviews) - Intuitive (11 reviews) - Integrations (9 reviews) - Ease of Use (8 reviews) - Easy Integrations (8 reviews) **Cons:** - Complex Usability (5 reviews) - Difficult Learning (4 reviews) - Learning Curve (3 reviews) - Challenges in Usage (2 reviews) - Complexity Issues (2 reviews) ### What Do G2 Reviewers Say About MANUFACTURO? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **exceptional customer support** provided by Manufacturo, making problem resolution quick and effective. - Users praise the **intuitive user interface** of Manufacturo, making navigation and task management effortless for all team members. - Users value the **seamless integrations** of MANUFACTURO with ERP and PLM systems, enhancing operational efficiency significantly. - Users value the **ease of use** of Manufacturo, appreciating its user-friendly interface and efficient integration into operations. - Users highlight the **easy integrations** of Manufacturo, enhancing workflow efficiency and simplifying connections with existing systems. **Cons:** - Users find the **complex usability** of Manufacturo challenging, especially when editing or managing processes effectively. - Users find a **difficult learning curve** with MANUFACTURO, especially for those unfamiliar with digital manufacturing tools. - Users experience a **steep learning curve** initially, especially those unfamiliar with digital manufacturing tools and database management. - Users find **editing and roll back features challenging** , facing difficulties with modifications affecting overall usability. - Users find **complexity issues** in segmented use of Manufacturo, complicating integration with other systems despite helpful support. #### What Are Recent G2 Reviews of MANUFACTURO? **"[All-in-One Manufacturing Setup with Fast Navigation and Great Support](https://www.g2.com/survey_responses/manufacturo-review-12648011)"** **Rating:** 4.0/5.0 stars *— Verified User in Oil & Energy* [Read full review](https://www.g2.com/survey_responses/manufacturo-review-12648011) --- **"[Fantastic, Intuitive Integration Across Inventory, Nonconformance, and Work Instructions](https://www.g2.com/survey_responses/manufacturo-review-12610394)"** **Rating:** 4.0/5.0 stars *— Verified User in Aviation & Aerospace* [Read full review](https://www.g2.com/survey_responses/manufacturo-review-12610394) --- ## 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)