
  # 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




  
  
## How Many Manufacturing Intelligence Software Products Does G2 Track?
**Total Products under this Category:** 154

### Category Stats (Jun 2026)
- **Average Rating**: 4.43/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: MYOB Acumatica (+0.39%) - Among all products in this category, MYOB Acumatica recorded the largest rating increase compared to last month
*Last updated: June 18, 2026*

  
## How Does G2 Rank Manufacturing Intelligence Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 2,100+ Authentic Reviews
- 154+ 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&amp;secure%5Bad_slot%5D=category_product_list&amp;secure%5Bcategory_id%5D=1887&amp;secure%5Bdisplayable_resource_id%5D=1868&amp;secure%5Bdisplayable_resource_type%5D=Category&amp;secure%5Bmedium%5D=sponsored&amp;secure%5Bplacement_reason%5D=neighbor_category&amp;secure%5Bplacement_resource_ids%5D%5B%5D=1868&amp;secure%5Bprioritized%5D=false&amp;secure%5Bproduct_id%5D=1320344&amp;secure%5Bresource_id%5D=1887&amp;secure%5Bresource_type%5D=Category&amp;secure%5Bsource_type%5D=category_page&amp;secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fmanufacturing-intelligence&amp;secure%5Btoken%5D=facc416007837ffcd2e8b9618e6dfeefe4f88528f2511e350959d3e9af78274a&amp;secure%5Burl%5D=https%3A%2F%2Fwww.knowby.co%2F%3Futm_campaign%3D118467781-G2%26utm_source%3Dppc%26utm_medium%3Dppc%26utm_content%3Dcategory&amp;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: 9.0/10)

**Who Is the Company Behind MasterControl Manufacturing Excellence?**

- **Seller:** [MasterControl](https://www.g2.com/sellers/mastercontrol)
- **Company Website:** https://www.mastercontrol.com?utm_source=linkedin&amp;utm_medium=about&amp;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 appreciate the **user-friendly interface** of MasterControl, enabling effortless task execution and easy template creation.
- Users value how MasterControl Manufacturing Excellence significantly **reduces errors** , ensuring smoother processes and quicker batch reviews.
- Users value the **improved efficiency** MasterControl provides, enhancing visibility and streamlining processes across the organization.
- Users value the **flexibility and user-friendliness** of MasterControl Manufacturing Excellence, enhancing organization and audit processes.
- Users commend the **excellent customer support** from MasterControl, enhancing onboarding and addressing queries effectively throughout implementation.

**Cons:**

- Users note the **limited functionality** in MasterControl Manufacturing Excellence, affecting flexibility and effectiveness in processes.
- Users find the **complex usability** of MasterControl Manufacturing Excellence challenging, causing frustration during updates and learning.
- Users find the **rigidity** in MasterControl limiting, particularly regarding customization and integration needs for various products.
- Users face frequent **software bugs** causing challenges, delays, and the need for backup plans to ensure continuity.
- Users face **training difficulties** due to the extensive learning curve and inconsistent academy resources required for effective use.

#### 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 &amp; gas, pharmaceuticals, specialty chemicals, utilities, renewable energy, and numerous other vertical industries. Seeq accelerates digital transformation efforts and ROI impact by providing live connectivity to hundreds of data sources, and empowering more people across the organization to leverage a broad range of AI capabilities including advanced analytics, machine learning, and generative AI (GenAI).


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 145
**How Do G2 Users Rate Seeq?**

- **Dashboards:** 7.6/10 (Category avg: 8.6/10)
- **Aggregation:** 8.3/10 (Category avg: 8.4/10)
- **Propagation:** 7.7/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10)

**Who Is the Company Behind Seeq?**

- **Seller:** [Seeq Corporation](https://www.g2.com/sellers/seeq-corporation)
- **Company Website:** https://www.seeq.com
- **Year Founded:** 2013
- **HQ Location:** Seattle, Washington
- **Twitter:** @SeeqCorporation (959 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3126445/ (299 employees on LinkedIn®)

**Who Uses This Product?**
  - **Who Uses This:** Process Engineer
  - **Top Industries:** Oil &amp; Energy, Chemicals
  - **Company Size:** 58% Enterprise, 32% Mid-Market


#### What Are Seeq's Pros and Cons?

**Pros:**

- Data Analysis (42 reviews)
- Ease of Use (37 reviews)
- Features (27 reviews)
- Analysis Capabilities (22 reviews)
- Data Visualization (16 reviews)

**Cons:**

- Complex Usability (26 reviews)
- Difficult Learning (18 reviews)
- Learning Curve (12 reviews)
- Learning Difficulty (9 reviews)
- Complexity (8 reviews)


### What Do G2 Reviewers Say About Seeq?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Seeq&#39;s **data analysis capabilities** effective for quick insights and efficient manipulation of information.
- Users find Seeq **incredibly user-friendly** , allowing for quick data manipulation and easy access to insightful features.
- Users value the **flexibility and comprehensive tool options** of Seeq, empowering unlimited analysis creation and user-friendly interaction.
- Users appreciate Seeq&#39;s **robust analysis capabilities** , enabling complex operations and creative freedom in data analysis.
- Users love the **intuitive data visualization** capabilities of Seeq, enhancing their analytics and overall productivity.

**Cons:**

- Users find the **complex usability** of Seeq challenging, particularly when visualizing data and accessing help topics.
- Users find Seeq&#39;s learning process to be **difficult** , especially when tackling its capabilities without any guidance.
- Users face a significant **learning curve** with Seeq, making solo adoption and mastering the tool quite challenging.
- Users find the **learning difficulty** of Seeq challenging, especially when navigating its capabilities without assistance.
- Users find **complexity in scaling analysis** and integrating contextual information, affecting usability and efficiency.

#### 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. [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&#39;t just understand your challenges; we&#39;ve lived them. L2L was built up from the shop floor and our team has decades of hands-on manufacturing experience. - Unified Shop Floor Execution: Stop chasing information across disparate systems. L2L unifies point systems like ERP, CMMS, MES, and more into one easy to use system for the frontline. Eliminate Blockers. Drive Productivity with L2L.


  **Average Rating:** 4.3/5.0
  **Total Reviews:** 215
**How Do G2 Users Rate L2L?**

- **Dashboards:** 8.7/10 (Category avg: 8.6/10)
- **Aggregation:** 8.1/10 (Category avg: 8.4/10)
- **Propagation:** 8.0/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.0/10)

**Who Is the Company Behind L2L?**

- **Seller:** [L2L](https://www.g2.com/sellers/l2l)
- **Company Website:** https://www.l2l.com
- **Year Founded:** 2010
- **HQ Location:** Salt Lake City, US
- **Twitter:** @Leading2Lean (347 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/l2l-manufacturingsoftware/ (172 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Manufacturing, Automotive
  - **Company Size:** 61% Mid-Market, 31% Enterprise


#### What Are L2L's Pros and Cons?

**Pros:**

- Easy Creation (30 reviews)
- Instruction Creation (29 reviews)
- Ease of Use (20 reviews)
- Guides (19 reviews)
- Accessibility (11 reviews)

**Cons:**

- Limited Options (21 reviews)
- Editing Difficulties (14 reviews)
- Complex Usability (12 reviews)
- Editing Limitations (11 reviews)
- Image Editing Difficulties (10 reviews)


### What Do G2 Reviewers Say About L2L?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **easy creation** process of L2L, allowing quick and intuitive guide development with strong support.
- Users appreciate the **intuitive instruction creation** process with SwipeGuide, facilitating quick and easy guide development.
- Users find L2L to be **easy to use** , with an intuitive interface that enhances operational efficiency and team alignment.
- Users appreciate the **user-friendly interface** of L2L, enabling easy access and quick updates for frontline employees.
- Users appreciate the **user-friendly accessibility** of L2L, making it easy for everyone to utilize effectively.

**Cons:**

- Users desire more features, highlighting the **limited options** for managing and tracking their content effectively within L2L.
- Users find **editing difficult** , struggling with limited options, cursor issues, and navigation challenges during use.
- Users find the **complex usability** of L2L challenging, particularly with crowded interfaces and difficult report readability.
- Users face **editing limitations** with L2L, complicating SOP management and overall user experience.
- Users find **image editing difficult** due to limited shape options and issues with cursor and updates during edits.

#### What Are Recent G2 Reviews of L2L?

**"[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)

---

**"[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)

---


#### 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

### 4. [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 &amp; field audits - Event tracking - Daily meetings &amp; visual management - KPIs &amp; 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 &amp; a Culture of Operational Excellence Empower teams to act quickly, solve problems faster, and continuously improve—without friction. Scalable ROI Without Complexity Deliver measurable value fast, without the burden of large IT projects or overly complex tools. Standardization at Scale For multi-site organizations, Fabriq provides the tools and control needed to implement standards consistently across all sites while maintaining the flexibility to adapt to local realities. Examples of customer Impact +80% First-Pass Yield 5,000+ hours saved per site every year Problems solved 2× faster Global Footprint Deployed in more than 56 countries, Fabriq supports 200+ manufacturing organizations of all maturity levels on their journey toward operational excellence—from SMBs across all sectors to industry leaders like Nexans, Lonza, Scania, LVMH Fragrance Brands, Danone, and Elanco.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 51
**How Do G2 Users Rate Fabriq?**

- **Dashboards:** 8.6/10 (Category avg: 8.6/10)
- **Aggregation:** 8.3/10 (Category avg: 8.4/10)
- **Propagation:** 8.1/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.0/10)

**Who Is the Company Behind Fabriq?**

- **Seller:** [Fabriq](https://www.g2.com/sellers/fabriq)
- **Year Founded:** 2019
- **HQ Location:** Paris, FR
- **LinkedIn® Page:** https://www.linkedin.com/company/fabriq-team/ (136 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Electrical/Electronic Manufacturing, Food Production
  - **Company Size:** 51% Mid-Market, 24% Enterprise


#### What Are Fabriq's Pros and Cons?

**Pros:**

- Ease of Use (6 reviews)
- Intuitive (4 reviews)
- User Interface (3 reviews)
- Communication (2 reviews)
- Features (2 reviews)

**Cons:**

- Limited Export (2 reviews)
- Complex Usability (1 reviews)
- Integration Issues (1 reviews)
- Limited Customization (1 reviews)
- Limited Features (1 reviews)


### What Do G2 Reviewers Say About Fabriq?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find the **ease of use** in Fabriq remarkable, enabling smooth adoption across diverse organizations and processes.
- Users praise the **intuitive interface** of Fabriq, making it accessible for all organization levels and enhancing usability.
- Users value the **intuitive and user-friendly interface** of Fabriq, enhancing adoption across all levels of the organization.
- Users commend Fabriq for its **effective communication** features, enhancing collaboration and integration across teams seamlessly.
- Users value the **intuitive interface and stability** of Fabriq, which simplifies adoption across all organizational levels.

**Cons:**

- Users find the **limited export options** of Fabriq challenging, affecting integration and KPI management during dashboard creation.
- Users face **complex usability** challenges with Fabriq, particularly when modifying dashboards during creation or edits.
- Users find the **export and integration of KPIs tricky** , leading to challenges in data management and usability.
- Users find the **limited customization** in Fabriq frustrating, particularly with dashboards and copy-paste features.
- Users find Fabriq has **limited features** , requiring adaptations for certain configurations and missing enhancements for smoother integration.

#### 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)

---



### 5. [APEX](https://www.g2.com/products/leandna-apex/reviews)
  APEX by LeanDNA is the factory-focused platform for AI-powered expert execution to establish command of supply planning and materials management. It powers optimized decisions and operations through materials visibility, predictive insights, supplier collaboration, and recommended actions. APEX synchronizes people, materials, and sites with data centralization, AI, and machine learning to analyze supply conditions, predict risks, connect across suppliers, and outline the best actions to protect and optimize production. With core capabilities spanning data visibility and AI, supply insights, procurement management, and inventory optimization, APEX transforms fragmented data into supply chain intelligence that drives confident, precise execution. Teams eliminate operational guesswork, respond faster to disruption, and improve performance with smarter prioritization and optimized supply strategies.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 128
**How Do G2 Users Rate APEX?**

- **Dashboards:** 8.1/10 (Category avg: 8.6/10)
- **Aggregation:** 8.1/10 (Category avg: 8.4/10)
- **Propagation:** 7.4/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.0/10)

**Who Is the Company Behind APEX?**

- **Seller:** [LeanDNA](https://www.g2.com/sellers/leandna)
- **Company Website:** https://www.leandna.com
- **Year Founded:** 2014
- **HQ Location:** Austin, Texas, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/leandna/ (91 employees on LinkedIn®)

**Who Uses This Product?**
  - **Who Uses This:** Approvisionneur
  - **Top Industries:** Manufacturing, Aviation &amp; 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 be **exceptionally user-friendly** , facilitating data access and analysis with excellent support and guidance.
- Users highlight the **fast and responsive customer support** of APEX, enhancing collaboration and project success.
- Users value the **efficient inventory management** features of APEX, enhancing supply chain monitoring and risk anticipation.
- Users value the **visibility and structure** LeanDNA provides, enhancing supplier communication and performance monitoring efficiency.
- Users value the **time-saving features** of APEX, which streamline workflows and enhance productivity significantly.

**Cons:**

- Users find **complex usability** issues with APEX, struggling with dashboard edits and unclear report explanations.
- Users find the **limited customization** options in APEX restrictive, impacting their ability to personalize the experience.
- Users are disappointed by the **missing filtering features** in APEX, leading to potential misunderstandings in analysis.
- Users note **data inaccuracy** , as information updates are not real-time and explanations for reports can be missing.
- Users find the **learning curve steep** , but support helps in overcoming initial challenges with the APEX product.

#### What Are Recent G2 Reviews of APEX?

**"[Plan based on data? With LeanDNA, it&#39;s easy!](https://www.g2.com/survey_responses/apex-review-11331720)"**

**Rating:** 4.5/5.0 stars
*— Luiz G.*

[Read full review](https://www.g2.com/survey_responses/apex-review-11331720)

---

**"[Insightful Dashboard and Real-Time Updates, But Needs Better Warehouse KPIs](https://www.g2.com/survey_responses/apex-review-11848758)"**

**Rating:** 5.0/5.0 stars
*— Michael T.*

[Read full review](https://www.g2.com/survey_responses/apex-review-11848758)

---



### 6. [Lineview](https://www.g2.com/products/lineview/reviews)
  LineView is a manufacturing efficiency software that helps companies improve their bottling and packaging operations. It is the only software on the market that guarantees a minimum 10% increase in overall equipment effectiveness (OEE) within six months of use. LineView is designed specifically for high-speed production lines and offers features and add-ons that cater to the unique needs of bottling and packaging operations. It combines powerful software with operational excellence routines to increase production capacity without adding additional resources. LineView also provides automated insights that help shift leaders and managers make good decisions on the fly, without having to spend hours analyzing data. The software is easy to set up and use, and offers faster ROI compared to traditional MES or SCADA systems. With LineView, teams can see the immediate impact of their actions and ramp-up time from order to delivery is faster.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 24
**How Do G2 Users Rate Lineview?**

- **Dashboards:** 4.2/10 (Category avg: 8.6/10)
- **Aggregation:** 6.7/10 (Category avg: 8.4/10)
- **Propagation:** 1.7/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10)

**Who Is the Company Behind Lineview?**

- **Seller:** [LineView Solutions](https://www.g2.com/sellers/lineview-solutions)
- **Company Website:** https://lineview.com
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Manufacturing, Food &amp; 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, simplifying inefficiency identification and enhancing operational efficiency.
- Users value LineView for its **efficient automation** in categorizing losses, significantly enhancing operational insights and decision-making.
- Users value the **exceptional customer support** from the Lineview team, enhancing the overall experience and system utility.
- Users benefit from **real-time monitoring** with Lineview, gaining detailed insights into machine performance for operational improvements.
- Users value the **automatic categorization of losses** in LineView, greatly simplifying the identification of manufacturing inefficiencies.

**Cons:**

- Users find the **complex usability** of Lineview overwhelming, hindering their ability to interpret data and manage workflows effectively.
- Users experience **limited functionality** with LineView, needing manual starts and facing challenges with SKU changes and reporting.
- Users find the **interface confusing** , struggling with overwhelming colors and lack of clarity in mode visibility.
- Users feel limited by the **lack of customization** options available in Lineview, hindering personal interface adjustments.
- Users find Lineview **not user-friendly** due to setup difficulties and manual operation requirements that disrupt workflow.

#### 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 &amp; Beverages*

[Read full review](https://www.g2.com/survey_responses/lineview-review-12943918)

---

**"[Insightful Dashboards and Strong Collaborative Support](https://www.g2.com/survey_responses/lineview-review-11626869)"**

**Rating:** 5.0/5.0 stars
*— Gareth P.*

[Read full review](https://www.g2.com/survey_responses/lineview-review-11626869)

---



### 7. [Amper](https://www.g2.com/products/amper/reviews)
  Amper FactoryOS is designed to assist manufacturers in tracking, planning, executing, and enhancing their operations. This innovative solution leverages real-time Internet of Things (IoT) data to provide a comprehensive view of manufacturing processes, ensuring that users can monitor and control their shop floor activities effectively. With a focus on security, integration, and operational workflows, FactoryOS serves as a centralized hub for all manufacturing data, enabling businesses to optimize their performance. The target audience for Amper FactoryOS includes manufacturers of all sizes looking to improve their operational efficiency and decision-making capabilities. This system is particularly beneficial for organizations that require seamless integration with existing Enterprise Resource Planning (ERP) systems, as it enhances connectivity and data flow between various manufacturing processes. By utilizing FactoryOS, manufacturers can streamline their operations, reduce downtime, and ultimately increase productivity. Key features of Amper FactoryOS include real-time data collection from machines, teams, and jobs, which provides users with live visibility into their operations. This functionality allows manufacturers to identify bottlenecks, monitor performance metrics, and make informed decisions based on accurate data. Additionally, the system&#39;s robust integrations ensure that it can easily connect with other software solutions, facilitating a more cohesive manufacturing environment. The stringent security standards implemented within FactoryOS also ensure that sensitive data remains protected, giving users peace of mind as they manage their operations. The benefits of using Amper FactoryOS extend beyond mere data collection. By automating insights and providing a clear overview of shop floor activities, manufacturers can enhance their operational workflows and drive continuous improvement. The ability to make data-driven decisions empowers organizations to respond quickly to changing market demands and optimize their resource allocation. As a turnkey solution, FactoryOS simplifies the implementation process, allowing manufacturers to focus on their core operations while enjoying the advantages of a modern MES.


  **Average Rating:** 4.4/5.0
  **Total Reviews:** 24
**How Do G2 Users Rate Amper?**

- **Dashboards:** 9.4/10 (Category avg: 8.6/10)
- **Aggregation:** 8.0/10 (Category avg: 8.4/10)
- **Propagation:** 7.3/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.0/10)

**Who Is the Company Behind Amper?**

- **Seller:** [ECI Software Solutions](https://www.g2.com/sellers/eci-software-solutions-9e86cb19-2c01-4708-a6d8-ce055f0aff6d)
- **Company Website:** https://www.ecisolutions.com
- **Year Founded:** 1999
- **HQ Location:** Westlake, US
- **Twitter:** @ECISolutions (1,641 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/eci-software--solutions/ (1,662 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Manufacturing, Machinery
  - **Company Size:** 58% Mid-Market, 42% Small-Business


#### What Are Amper's Pros and Cons?

**Pros:**

- Customer Support (11 reviews)
- Ease of Use (10 reviews)
- Features (10 reviews)
- Efficiency (7 reviews)
- Real-time Tracking (7 reviews)

**Cons:**

- Complex Usability (9 reviews)
- Feature Limitations (6 reviews)
- Limited Functionality (5 reviews)
- Connectivity Issues (4 reviews)
- Data Management Issues (4 reviews)


### What Do G2 Reviewers Say About Amper?
*AI-generated summary from verified user reviews*

**Pros:**

- Users praise Amper&#39;s **excellent customer support** , highlighting their assistance in optimizing operations and improving satisfaction.
- Users highlight the **ease of use** and simple integration of Amper, making it a user-friendly solution.
- Users value Amper&#39;s **customization capabilities** , enabling tailored data handling and improved communication for operational efficiency.
- Users highlight the **enhanced efficiency** of Amper, enabling real-time insights and improved production management.
- Users value the **real-time tracking** of Amper, enabling faster problem resolution and effective production management.

**Cons:**

- Users struggle with **complex usability** , as navigating reports and ensuring accurate data can be challenging and inconsistent.
- Users experience **feature limitations** with Amper, particularly due to lacking multilingual support and unnecessary tool redundancy.
- Users face challenges due to **limited functionality** in Amper, especially regarding multilingual support and niche feature requirements.
- Users experience **connectivity issues** in certain areas, highlighting a need for wired network options for stability.
- Users face **data management issues** that complicate operations and hinder accurate reporting from Amper.

#### What Are Recent G2 Reviews of Amper?

**"[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)

---

**"[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)

---



### 8. [Factbird](https://www.g2.com/products/factbird/reviews)
  Factbird is a manufacturing intelligence solution designed to help users streamline data gathering and analysis across various manufacturing processes. By integrating advanced technology with practical applications, Factbird aims to enhance operational efficiency, optimize processes, and promote sustainable practices within the manufacturing sector. This innovative system is tailored for manufacturers seeking to leverage data for continuous improvement and informed decision-making. The product combines edge devices, sensors, and cameras to facilitate in-depth data acquisition, ensuring that manufacturers can capture critical information in real time. The accompanying cloud-based application processes this data, transforming it into actionable insights that drive operational performance. Factbird is particularly suited for both small and large enterprises, making it an ideal choice for production managers, quality assurance teams, and maintenance personnel who require reliable data to monitor performance and implement corrective actions. Factbird&#39;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&#39;s video capture capabilities and historical data analytics support ongoing improvements by providing insights into past performance, allowing organizations to identify trends and areas for enhancement. Additionally, Factbird facilitates process and quality performance management, ensuring that manufacturers can maintain high standards throughout their operations. Another significant benefit of Factbird is its focus on maintenance management. The solution supports both corrective and proactive maintenance strategies by providing real-time and historical equipment data, allowing users to anticipate potential issues before they escalate. This proactive approach helps minimize downtime and enhances overall productivity. Furthermore, the application tracks and analyzes utility consumption during production processes, enabling manufacturers to identify areas for energy savings and sustainability initiatives, which are increasingly important in today’s manufacturing landscape. Factbird stands out in the manufacturing intelligence category by offering a holistic approach to data analysis and operational optimization. By empowering manufacturers to achieve their goals effectively, Factbird not only enhances productivity but also promotes a culture of continuous improvement and sustainability within the manufacturing sector.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 61
**How Do G2 Users Rate Factbird?**

- **Dashboards:** 8.1/10 (Category avg: 8.6/10)
- **Aggregation:** 8.1/10 (Category avg: 8.4/10)
- **Propagation:** 7.5/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10)

**Who Is the Company Behind Factbird?**

- **Seller:** [Factbird](https://www.g2.com/sellers/factbird)
- **Company Website:** https://www.factbird.com/
- **Year Founded:** 2016
- **HQ Location:** Copenhagen, DK
- **Twitter:** @factbird_aps (16 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/factbird-aps/ (91 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Food Production, Pharmaceuticals
  - **Company Size:** 61% Mid-Market, 23% Small-Business


#### What Are Factbird's Pros and Cons?

**Pros:**

- Ease of Use (11 reviews)
- Customer Support (5 reviews)
- 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 appreciate the **ease of use** of Factbird, enjoying intuitive design and seamless installation for quick data access.
- Users rave about Factbird&#39;s **fantastic customer support** , enhancing the overall experience with quick and responsive assistance.
- Users appreciate the **super easy setup** of Factbird, enhancing overall experience with excellent customer support.
- Users appreciate the **modern and intuitive user interface** of Factbird, enhancing navigation and operational metric tracking.
- Users appreciate the **intuitive features** of Factbird, enabling easy tracking and clear visualizations for operational metrics.

**Cons:**

- Users struggle with **complex usability** , citing unclear terms and lack of adequate tutorials for effective use.
- Users find the **difficult learning curve** due to lack of comprehensive guides and complex terminology in Factbird.
- Users find the **limited customization options** in Factbird hinder their ability to tailor the tool to specific needs.
- Users find **configuring the sensors confusing** , which complicates their overall experience with Factbird.
- Users encounter **inadequate analytics** due to unclear terms and calculations, leading to data misinterpretation and misunderstandings.

#### What Are Recent G2 Reviews of Factbird?

**"[Easy interface and attractive visual design](https://www.g2.com/survey_responses/factbird-review-11621274)"**

**Rating:** 4.5/5.0 stars
*— Pablo C.*

[Read full review](https://www.g2.com/survey_responses/factbird-review-11621274)

---

**"[Effortless Setup with Unparalleled Support](https://www.g2.com/survey_responses/factbird-review-12407600)"**

**Rating:** 5.0/5.0 stars
*— Alex t.*

[Read full review](https://www.g2.com/survey_responses/factbird-review-12407600)

---



### 9. [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&#39;s patented similarity search, users can locate similar engineering drawings with just a click, allowing easy review and consolidating designs. The AI system also makes all data on each drawing searchable, allowing accessible information through departments.


  **Average Rating:** 4.9/5.0
  **Total Reviews:** 23
**How Do G2 Users Rate CADDi Drawer?**

- **Dashboards:** 8.3/10 (Category avg: 8.6/10)
- **Aggregation:** 9.3/10 (Category avg: 8.4/10)
- **Propagation:** 9.3/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)

**Who Is the Company Behind CADDi Drawer?**

- **Seller:** [Drawer](https://www.g2.com/sellers/drawer)
- **Year Founded:** 2017
- **HQ Location:** CHICAGO, Illinois
- **Twitter:** @CADDi_Drawer (11 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/caddiinc/ (567 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Manufacturing
  - **Company Size:** 52% Small-Business, 30% Mid-Market


#### What Are CADDi Drawer's Pros and Cons?

**Pros:**

- Search Functionality (15 reviews)
- Ease of Use (12 reviews)
- Data Accessibility (6 reviews)
- Customer Support (4 reviews)
- Productivity Improvement (3 reviews)

**Cons:**

- Complex Usability (5 reviews)
- Difficult Learning (2 reviews)
- Expensive (1 reviews)


### What Do G2 Reviewers Say About CADDi Drawer?
*AI-generated summary from verified user reviews*

**Pros:**

- Users highly value the **search functionality** of CADDi Drawer, enhancing efficiency and saving significant time in locating materials.
- Users love the **ease of use** of CADDi Drawer, streamlining searches and enhancing productivity effortlessly.
- Users value the **data accessibility** of CADDi Drawer, enhancing workflow efficiency through easy access to essential information.
- Users value the **excellent customer support** from CADDi Drawer, highlighting its helpfulness and responsiveness post-installation.
- Users find that CADDi Drawer greatly enhances their productivity by providing a **user-friendly search experience** for drawings.

**Cons:**

- Users find the **complex usability** of CADDi Drawer requires effort and time for proper setup and effective use.
- Users find the **difficult learning** curve challenging initially when adapting to the CADDi Drawer navigation tool.
- Users find the CADDi Drawer to be **a bit expensive** , especially considering the volume of files they store.

#### 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)

---



### 10. [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 &quot;Plug &amp; Play&quot; ecosystem that combines IoT sensors, software, and patented AI to protect operations and cut unplanned downtime. Trusted by global leaders like Bosch, KraftHeinz, Stellantis, Whirlpool, and Cummins, Tractian enables maintenance, reliability, and production teams to: ✔️Catch failures weeks in advance with real-time machine health monitoring ✔️Have full visibility of the plant through high-fidelity data sampled by industrial-grade sensors ✔️Meet demand and hit production goals with performance tracking ✔️Unify the shop floor with tools for maintenance and production teams Backed by its own security management system certified with ISO 27001 and SOC 2 Type II, Tractian can deliver up to 7x ROI in the first year and reduce unplanned downtime by 43%.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 53
**How Do G2 Users Rate TRACTIAN?**

- **Dashboards:** 9.6/10 (Category avg: 8.6/10)
- **Aggregation:** 9.6/10 (Category avg: 8.4/10)
- **Propagation:** 8.8/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10)

**Who Is the Company Behind TRACTIAN?**

- **Seller:** [Tractian](https://www.g2.com/sellers/tractian)
- **Company Website:** https://tractian.com/
- **Year Founded:** 2019
- **HQ Location:** Atlanta, GA
- **Twitter:** @tractian (523 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/get-tractian (444 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Manufacturing, Food &amp; Beverages
  - **Company Size:** 42% Mid-Market, 21% Small-Business


#### What Are TRACTIAN's Pros and Cons?

**Pros:**

- Ease of Use (20 reviews)
- Real-time Monitoring (11 reviews)
- Customer Support (10 reviews)
- Efficiency (10 reviews)
- Real-Time Monitoring (10 reviews)

**Cons:**

- Complex Usability (10 reviews)
- Difficult Learning (9 reviews)
- Expensive (5 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 appreciate the **ease of use** of TRACTIAN, praising its intuitive interface and effective customer support.
- Users value the **real-time monitoring** of TRACTIAN, which prevents major issues by alerting them to potential problems early.
- Users praise TRACTIAN&#39;s **exceptional customer support** , noting quick responses and helpful assistance during issues and concerns.
- Users value the **enhanced efficiency** of TRACTIAN for managing tasks, reports, and technician performance seamlessly.
- Users appreciate the **real-time monitoring** of TRACTIAN, simplifying machine maintenance and enhancing predictive capabilities.

**Cons:**

- Users find the **complex usability** challenging, due to limitations in customization, setup, and sensor positioning.
- Users face a **difficult learning curve** with TRACTIAN, impacting the overall onboarding experience for new users.
- Users find the **overall cost to be high** , noting challenges related to renting rather than purchasing sensors outright.
- Users experience a **steep learning curve** with TRACTIAN, causing delays and complications during the implementation process.
- Users find the **interface complicated** on phones and struggle with sensor placement, affecting usability and data collection.

#### What Are Recent G2 Reviews of TRACTIAN?

**"[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)

---

**"[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)

---



### 11. [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&#39;t have to be complicated. The software you use in your personal life (Facebook, Uber, Amazon, etc.) is intuitive, and you don&#39;t need training to understand how it works. Why should your business software be any different? We&#39;re helping manufacturers transition to cutting-edge, future-proof software that lowers the stress of everyday operations, gets more out of good employees who are difficult to hire, automates tedious tasks, and operates more efficiently than what exists in the manufacturing software space today.


  **Average Rating:** 4.9/5.0
  **Total Reviews:** 31
**How Do G2 Users Rate Fulcrum?**

- **Dashboards:** 7.8/10 (Category avg: 8.6/10)
- **Aggregation:** 8.9/10 (Category avg: 8.4/10)
- **Propagation:** 9.4/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.9/10 (Category avg: 9.0/10)

**Who Is the Company Behind Fulcrum?**

- **Seller:** [Fulcrum](https://www.g2.com/sellers/fulcrum-99553cd4-cff4-4d2f-a1a5-7cd0a1cf4125)
- **Year Founded:** 2015
- **HQ Location:** Minneapolis, Minnesota
- **Twitter:** @fulcrumhq (255 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/fulcrumpro/ (83 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Manufacturing
  - **Company Size:** 80% Small-Business, 13% Mid-Market


#### What Are Fulcrum's Pros and Cons?

**Pros:**

- Ease of Use (12 reviews)
- Customer Support (9 reviews)
- Customer Service (8 reviews)
- Features (8 reviews)
- User-Friendly (8 reviews)

**Cons:**

- Complex Usability (7 reviews)
- Inefficient Workflow (4 reviews)
- Integration Issues (4 reviews)
- Limited Functionality (4 reviews)
- Technical Glitches (4 reviews)


### What Do G2 Reviewers Say About Fulcrum?
*AI-generated summary from verified user reviews*

**Pros:**

- Users love the **ease of use** of Fulcrum, appreciating its intuitive design and efficient navigation for quick access.
- Users praise the **spectacular customer support** of Fulcrum, noting quick issue resolution and responsive feedback implementation.
- Users praise Fulcrum for its **exceptional customer service** , valuing responsive support and dedicated onboarding specialists.
- Users value the **intuitive interface and real-time visibility** provided by Fulcrum, enhancing project management and efficiency.
- Users appreciate the **user-friendly interface** and seamless onboarding, enhancing overall efficiency and support in operations.

**Cons:**

- Users experience **complex usability challenges** with Fulcrum, particularly during integration and with evolving feature sets.
- Users struggle with an **inefficient workflow** in Fulcrum, requiring excessive time for job setup and data management.
- Users face **integration issues** with Fulcrum, particularly when connecting to non-traditional accounting systems and during implementation.
- Users find Fulcrum&#39;s **limited functionality** frustrating, especially in reporting and editing job details after starting.
- Users experience **technical glitches** occasionally, but support resolves issues quickly amidst rapid product development.

#### What Are Recent G2 Reviews of Fulcrum?

**"[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)

---

**"[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)

---


#### What Are G2 Users Discussing About Fulcrum?

- [What is Fulcrum PRO used for?](https://www.g2.com/discussions/what-is-fulcrum-pro-used-for)

### 12. [TrendMiner](https://www.g2.com/products/trendminer/reviews)
  TrendMiner offers a fast, powerful, and intuitive industrial analytics &amp; AI software platform. With a focus on highly digitized manufacturing industries, energy companies, and organizations with operations that need to maintain controlled environments. TrendMiner combines self-service, low-code data analysis for time series and event data with sophisticated machine learning (ML) and Agentic AI tools to deliver industrial data visualization, monitoring, and predictive capabilities. TrendMiner, a Vercore company, was founded in 2008 with a global headquarters located in Belgium, and offices in the U.S., Germany, Spain, and the Netherlands. TrendMiner has strategic partnerships with Amazon, Microsoft, SAP, GE Digital, Siemens, and Aveva, and offers standard integrations with a wide range of data platforms such as AVEVA PI, Yokogawa Exaquantum, AspenTech IP.21, Honeywell PHD, GE Proficy Historian, Canary, and Aveva Historian.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 178
**How Do G2 Users Rate TrendMiner?**

- **Dashboards:** 8.1/10 (Category avg: 8.6/10)
- **Aggregation:** 8.3/10 (Category avg: 8.4/10)
- **Propagation:** 7.6/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.0/10)

**Who Is the Company Behind TrendMiner?**

- **Seller:** [TrendMiner](https://www.g2.com/sellers/trendminer)
- **Company Website:** https://www.trendminer.com/
- **Year Founded:** 2008
- **HQ Location:** Hasselt, Flemish Region
- **Twitter:** @TrendMining (777 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/trendminer/ (89 employees on LinkedIn®)

**Who Uses This Product?**
  - **Who Uses This:** Process Analytics Engineer, Process Engineer
  - **Top Industries:** Chemicals, Oil &amp; Energy
  - **Company Size:** 53% Enterprise, 35% Mid-Market


#### What Are TrendMiner's Pros and Cons?

**Pros:**

- Ease of Use (25 reviews)
- Speed (12 reviews)
- Dashboard Trends (9 reviews)
- Data Analysis (9 reviews)
- Easy Learning (8 reviews)

**Cons:**

- Complex Usability (12 reviews)
- Difficult Learning (6 reviews)
- Learning Curve (5 reviews)
- Limited Accessibility (4 reviews)
- Complexity (3 reviews)


### What Do G2 Reviewers Say About TrendMiner?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find TrendMiner&#39;s interface **intuitive and easy to use** , minimizing training time and enhancing efficiency.
- Users appreciate the **fast processing speed** of TrendMiner, finding it quick and intuitive for handling large data volumes.
- Users love the **easy-to-create dashboards** in TrendMiner, enhancing their ability to visualize important process data over time.
- Users enjoy the **intelligent data analysis capabilities** of TrendMiner, enhancing decision-making and boosting performance improvement.
- Users find TrendMiner&#39;s **easy learning curve** enhances their analytics process, enabling self-service analysis effortlessly.

**Cons:**

- Users find the **complex usability** of TrendMiner overwhelming, necessitating substantial training for effective use.
- Users find the **difficult learning** curve of TrendMiner challenging due to its advanced features and overwhelming data analysis.
- Users find the **learning curve steep** due to advanced features requiring technical expertise and better documentation for new users.
- Users find TrendMiner&#39;s **limited accessibility** frustrating, especially due to the absence of a mobile app and collaboration features.
- Users find the **complexity of advanced functions** in TrendMiner requires additional training and can be cumbersome to manage.

#### 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

### 13. [Oracle Manufacturing Intelligence](https://www.g2.com/products/oracle-manufacturing-intelligence/reviews)
  Maximize profit margins and optimize productivity with a bottom-up approach to collecting and analyzing real-time performance data.


  **Average Rating:** 4.3/5.0
  **Total Reviews:** 14
**How Do G2 Users Rate Oracle Manufacturing Intelligence?**

- **Dashboards:** 8.3/10 (Category avg: 8.6/10)
- **Aggregation:** 8.2/10 (Category avg: 8.4/10)
- **Propagation:** 8.0/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.0/10)

**Who Is the Company Behind Oracle Manufacturing Intelligence?**

- **Seller:** [Oracle](https://www.g2.com/sellers/oracle)
- **Year Founded:** 1977
- **HQ Location:** Austin, TX
- **Twitter:** @Oracle (827,997 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1028/ (208,078 employees on LinkedIn®)
- **Ownership:** NYSE:ORCL

**Who Uses This Product?**
  - **Company Size:** 50% Mid-Market, 36% Small-Business


#### What Are Oracle Manufacturing Intelligence's Pros and Cons?

**Pros:**

- Data Analysis (5 reviews)
- Manufacturing Integration (4 reviews)
- Process Improvement (4 reviews)
- Ease of Use (3 reviews)
- Real-Time Monitoring (2 reviews)

**Cons:**

- Complex Usability (7 reviews)
- Expensive (4 reviews)
- Difficult Learning (2 reviews)


### What Do G2 Reviewers Say About Oracle Manufacturing Intelligence?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **comprehensive data analysis capabilities** of Oracle Manufacturing Intelligence, enhancing production and quality management.
- Users value the **real-time manufacturing integration** that enhances performance tracking and decision-making capabilities.
- Users value the **real-time visibility and efficiency improvements** provided by Oracle Manufacturing Intelligence for manufacturing operations.
- Users value the **operating simplicity** and ease of use of Oracle Manufacturing Intelligence for enhancing productivity.
- Users value the **real-time monitoring** capabilities of Oracle Manufacturing Intelligence, enhancing visibility and improving operational efficiency.

**Cons:**

- Users find **Oracle Manufacturing Intelligence quite complicated** , especially for non-technical users and costly to maintain.
- Users find Oracle Manufacturing Intelligence to be **expensive** , making it difficult for businesses to justify its cost and maintenance.
- Users find the **difficult learning** curve challenging due to limited documentation, hindering full feature utilization.

#### What Are Recent G2 Reviews of Oracle Manufacturing Intelligence?

**"[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)

---

**"[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)

---



### 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 &amp; carbon footprint, optimizing manufacturing &amp; supply chain risk, and improving design engineering &amp; 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 &amp; under cost and increase margin on existing products. To learn more about aPriori’s cloud and on-premise solutions, visit www.apriori.com.


  **Average Rating:** 4.5/5.0
  **Total Reviews:** 101
**How Do G2 Users Rate aPriori Manufacturing Intelligence Platform?**

- **Dashboards:** 7.6/10 (Category avg: 8.6/10)
- **Aggregation:** 7.9/10 (Category avg: 8.4/10)
- **Propagation:** 7.7/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.0/10)

**Who Is the Company Behind aPriori Manufacturing Intelligence Platform?**

- **Seller:** [aPriori Technologies](https://www.g2.com/sellers/apriori-technologies)
- **Company Website:** https://www.apriori.com
- **Year Founded:** 2003
- **HQ Location:** Concord, MA
- **Twitter:** @aPriori_Inc (575 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/apriori (277 employees on LinkedIn®)

**Who Uses This Product?**
  - **Who Uses This:** Cost Engineer
  - **Top Industries:** Mechanical or Industrial Engineering, Machinery
  - **Company Size:** 62% Enterprise, 22% Mid-Market


#### What Are aPriori Manufacturing Intelligence Platform's Pros and Cons?

**Pros:**

- Cost Analysis (4 reviews)
- Calculations (2 reviews)
- Ease of Use (2 reviews)
- Features (2 reviews)
- Solutions (2 reviews)

**Cons:**

- Complex Usability (2 reviews)
- Slow Performance (2 reviews)
- Complex Interface (1 reviews)
- Complexity (1 reviews)
- Complex Modeling (1 reviews)


### What Do G2 Reviewers Say About aPriori Manufacturing Intelligence Platform?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **cost analysis capabilities** of aPriori, enabling informed decisions that significantly reduce company expenses.
- Users value the **access to critical cost information** , enabling informed decision-making and effective cost management in design processes.
- Users appreciate the **ease of use** of aPriori, finding it super user-friendly and straightforward to operate.
- Users value the **critical cost insights** aPriori provides, enhancing design iterations and supplier collaboration for cost reduction.
- Users value the **insightful cost reduction opportunities** aPriori provides, empowering engineers and purchasers with critical information.

**Cons:**

- Users find the **complex usability** of aPriori intimidating, especially those not familiar with the tool.
- Users experience **slow performance** during online use and logins, impacting their overall efficiency and experience.
- Users find the **interface complex** , which can be intimidating for infrequent users and may hinder usability.
- Users find the **complexity of the interface** intimidating, especially for those less familiar with the platform.
- Users feel the **modeling capabilities are not as advanced** as they expected, limiting their effectiveness.

#### What Are Recent G2 Reviews of aPriori Manufacturing Intelligence Platform?

**"[aPriori success at Dana](https://www.g2.com/survey_responses/apriori-manufacturing-intelligence-platform-review-11724038)"**

**Rating:** 5.0/5.0 stars
*— Dakota D.*

[Read full review](https://www.g2.com/survey_responses/apriori-manufacturing-intelligence-platform-review-11724038)

---

**"[Great software to gain understanding of cost on a modeled part quickly and efficiently.](https://www.g2.com/survey_responses/apriori-manufacturing-intelligence-platform-review-11724180)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Manufacturing*

[Read full review](https://www.g2.com/survey_responses/apriori-manufacturing-intelligence-platform-review-11724180)

---


#### What Are G2 Users Discussing About aPriori Manufacturing Intelligence Platform?

- [What is your primary use case for aPriori, and how has it impacted your manufacturing processes?](https://www.g2.com/discussions/what-is-your-primary-use-case-for-apriori-and-how-has-it-impacted-your-manufacturing-processes)
- [What is aPriori Digital Manufacturing Simulation Software used for?](https://www.g2.com/discussions/what-is-apriori-digital-manufacturing-simulation-software-used-for)

### 15. [SAS Production Quality Analytics](https://www.g2.com/products/sas-production-quality-analytics/reviews)
  Get a comprehensive view of quality and operational performance across the enterprise and throughout your entire supply chain. Achieve better Industrial Internet of Things support with advanced data models. By combining the power of data integration, automation and analytics, SAS enables you to fully understand operational processes so you can make sustainable improvements and lower associated costs.


  **Average Rating:** 4.8/5.0
  **Total Reviews:** 10
**How Do G2 Users Rate SAS Production Quality Analytics?**

- **Dashboards:** 9.0/10 (Category avg: 8.6/10)
- **Aggregation:** 9.2/10 (Category avg: 8.4/10)
- **Propagation:** 9.0/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.0/10)

**Who Is the Company Behind SAS Production Quality Analytics?**

- **Seller:** [SAS Institute Inc.](https://www.g2.com/sellers/sas-institute-inc-df6dde22-a5e5-4913-8b21-4fa0c6c5c7c2)
- **Year Founded:** 1976
- **HQ Location:** Cary, NC
- **Twitter:** @SASsoftware (60,863 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1491/ (18,638 employees on LinkedIn®)
- **Phone:** 1-800-727-0025

**Who Uses This Product?**
  - **Top Industries:** Pharmaceuticals
  - **Company Size:** 60% Mid-Market, 40% Enterprise


#### What Are SAS Production Quality Analytics's Pros and Cons?

**Pros:**

- Data Analysis (7 reviews)
- Ease of Use (4 reviews)
- Understanding (4 reviews)
- Data Accuracy (2 reviews)
- Data Visualization (2 reviews)

**Cons:**

- Expensive (1 reviews)


### What Do G2 Reviewers Say About SAS Production Quality Analytics?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **easy-to-understand coding and fast execution** features of SAS Production Quality Analytics for efficient data analysis.
- Users find SAS Production Quality Analytics incredibly **easy to learn and understand** , enhancing their statistical analysis experience.
- Users value the **ease of learning and understanding** in SAS Production Quality Analytics, enhancing their statistical work significantly.
- Users value the **high accuracy of results** in SAS Production Quality Analytics, enhancing their statistical work significantly.
- Users appreciate the **excellent data visualization** capabilities of SAS Production Quality Analytics, enabling clear graphical representations.

**Cons:**

- Users feel SAS Production Quality Analytics is **expensive** , impacting their decision despite its appreciated output.

#### What Are Recent G2 Reviews of SAS Production Quality Analytics?

**"[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)

---

**"[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)

---



### 16. [SAP Manufacturing Integration and Intelligence](https://www.g2.com/products/sap-manufacturing-integration-and-intelligence/reviews)
  SAP Manufacturing Integration and Intelligence (SAP MII) is a comprehensive software platform designed to bridge the gap between manufacturing operations and enterprise business processes. By integrating real-time data from the shop floor with top-floor systems, SAP MII provides manufacturers with enhanced visibility, control, and decision-making capabilities, leading to improved operational efficiency and productivity. Key Features and Functionality: - Data Integration: SAP MII enables seamless, real-time integration of data from various sources, including ERP systems, machine controllers, and sensors, presenting it in a unified format for comprehensive analysis. - Process Monitoring and Control: The platform allows users to monitor and control manufacturing processes in real-time, facilitating the identification and resolution of issues before they escalate. - Decision Support: With advanced tools for data analysis and visualization, SAP MII helps users identify trends and patterns, supporting informed decision-making in manufacturing operations. - Custom Application Development: Leveraging SAP NetWeaver, SAP MII provides the flexibility to develop custom applications tailored to specific business needs. - Universal Connectivity: The platform offers an extensive library of connectors for plant systems and applications, enabling data exchange with virtually any shop floor level using standard APIs and communication protocols. Primary Value and Solutions Provided: SAP MII addresses the critical need for real-time visibility and integration between manufacturing operations and enterprise systems. By providing a centralized platform for data collection, analysis, and visualization, it empowers manufacturers to: - Enhance Operational Efficiency: Streamline processes and reduce downtime through real-time monitoring and control. - Improve Decision-Making: Utilize comprehensive analytics to make informed decisions that drive productivity and quality improvements. - Achieve Seamless Integration: Connect disparate systems and data sources, ensuring a cohesive and responsive manufacturing environment. In summary, SAP MII serves as a vital tool for manufacturers seeking to optimize their operations by integrating and intelligently analyzing data across the enterprise, leading to enhanced performance and competitiveness in the market.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 15
**How Do G2 Users Rate SAP Manufacturing Integration and Intelligence?**

- **Dashboards:** 8.9/10 (Category avg: 8.6/10)
- **Aggregation:** 8.8/10 (Category avg: 8.4/10)
- **Propagation:** 8.1/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 7.5/10 (Category avg: 9.0/10)

**Who Is the Company Behind SAP Manufacturing Integration and Intelligence?**

- **Seller:** [SAP](https://www.g2.com/sellers/sap)
- **Year Founded:** 1972
- **HQ Location:** Walldorf
- **Twitter:** @SAP (297,052 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/sap/ (141,955 employees on LinkedIn®)
- **Ownership:** NYSE:SAP

**Who Uses This Product?**
  - **Company Size:** 73% Mid-Market, 20% Enterprise


#### What Are SAP Manufacturing Integration and Intelligence's Pros and Cons?

**Pros:**

- Manufacturing Integration (3 reviews)
- Integrations (2 reviews)
- Real-Time Monitoring (2 reviews)
- Customer Support (1 reviews)
- Ease of Use (1 reviews)

**Cons:**

- Complex Usability (5 reviews)
- Difficult Learning (5 reviews)


### What Do G2 Reviewers Say About SAP Manufacturing Integration and Intelligence?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **instant issue detection and control** provided by SAP Manufacturing Integration and Intelligence, enhancing factory efficiency.
- Users value the **seamless integrations** of SAP Manufacturing Integration and Intelligence, enhancing visibility and tracking across various software.
- Users value the **real-time monitoring** of SAP MII, enabling instant issue detection and seamless factory connectivity.
- Users appreciate the **real-time tracking and support** that SAP Manufacturing Integration and Intelligence offers for efficient operations.
- 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 to have **complex usability** , requiring significant training and skill to navigate effectively.
- Users find SAP Manufacturing Integration and Intelligence **difficult to learn** , requiring extensive training and causing confusion for many.

#### What Are Recent G2 Reviews of SAP Manufacturing Integration and Intelligence?

**"[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)

---

**"[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)

---



### 17. [dataPARC](https://www.g2.com/products/dataparc/reviews)
  dataPARC is a self-service industrial data visualization &amp; analytics toolkit designed for process manufacturers seeking to improve quality, increase yield, &amp; optimize their operations. Collect, connect, &amp; analyze IoT data from across the plant with dataPARC’s process data analytics &amp; visualization platform. Solve challenging process &amp; product quality issues with simple, yet powerful trending &amp; diagnostic analytics tools. Build sophisticated dashboards and displays to monitor processes &amp; share production KPIs across your enterprise. Leverage artificial intelligence (AI) and machine learning to drive continuous improvement &amp; increase margins via predictive modelling.


  **Average Rating:** 4.9/5.0
  **Total Reviews:** 39
**How Do G2 Users Rate dataPARC?**

- **Dashboards:** 9.6/10 (Category avg: 8.6/10)
- **Aggregation:** 9.2/10 (Category avg: 8.4/10)
- **Propagation:** 8.9/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.0/10)

**Who Is the Company Behind dataPARC?**

- **Seller:** [dataPARC](https://www.g2.com/sellers/dataparc)
- **Year Founded:** 1997
- **HQ Location:** Washougal, US
- **Twitter:** @dataPARCsolutio (26 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/dataparc-solutions/ (113 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Paper &amp; 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, allowing personalized displays tailored to their specific needs.
- Users value the **speed and extensive data capabilities** of dataPARC, enhancing their monitoring and analysis tasks.
- Users value the **intuitive data visualization** features of dataPARC, greatly enhancing their efficiency in monitoring operations.
- Users appreciate the **ease of use** of dataPARC, finding it intuitive and easy to navigate without extensive training.
- Users appreciate the **personalized displays and user-friendly software** , catering to both novices and experienced users effectively.

**Cons:**

- Users find the **complex usability** of dataPARC challenging due to the lack of clear examples and documentation for beginners.
- Users feel that **data management resources** lack depth, making it hard for beginners to effectively utilize DataParc.
- Users find the **difficult learning curve** of dataPARC due to insufficient examples and complex VB explanations frustrating.
- Users face a steep **learning curve** with dataPARC due to limited guidance on VB language and command usage.
- Users feel a lack of **required expertise** is an obstacle, especially for those new to VB programming with dataPARC.

#### What Are Recent G2 Reviews of dataPARC?

**"[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)

---

**"[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 &amp; Forest Products*

[Read full review](https://www.g2.com/survey_responses/dataparc-review-11487365)

---


#### What Are G2 Users Discussing About dataPARC?

- [What is dataPARC used for?](https://www.g2.com/discussions/what-is-dataparc-used-for) - 1 comment

### 18. [The PI System](https://www.g2.com/products/the-pi-system/reviews)
  The PI System is an enterprise infrastructure for management of real-time data and events with tools and features to help you manage your data and more.


  **Average Rating:** 4.6/5.0
  **Total Reviews:** 19
**How Do G2 Users Rate The PI System?**

- **Dashboards:** 8.0/10 (Category avg: 8.6/10)
- **Aggregation:** 9.0/10 (Category avg: 8.4/10)
- **Propagation:** 8.3/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 9.0/10)

**Who Is the Company Behind The PI System?**

- **Seller:** [AVEVA](https://www.g2.com/sellers/aveva)
- **Year Founded:** 1967
- **HQ Location:** Cambridge, GB
- **Twitter:** @AVEVAGroup (15,381 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/14547/ (7,631 employees on LinkedIn®)
- **Ownership:** LSE:AVV

**Who Uses This Product?**
  - **Company Size:** 43% Mid-Market, 38% Enterprise


#### What Are The PI System's Pros and Cons?


**Cons:**

- Complex Usability (1 reviews)
- UX Design (1 reviews)
- UX Improvement (1 reviews)


### What Do G2 Reviewers Say About The PI System?
*AI-generated summary from verified user reviews*


**Cons:**

- Users find the **graphics on PI Vision** not user-friendly, leading to a frustrating experience during use.
- Many users find the **graphics on PI Vision not user-friendly** , leading to a frustrating experience with the interface.
- Users find the **graphics on PI Vision not user-friendly** , leading to challenges in navigation and usability.

#### What Are Recent G2 Reviews of The PI System?

**"[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)

---

**"[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)

---


#### 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. [ThingWorx Industrial IOT Platform](https://www.g2.com/products/thingworx-industrial-iot-platform/reviews)
  The ThingWorx Industrial IoT Solutions Platform offers a rich set of capabilities that enable powerful solutions for design, manufacturing, service, and industrial operations. Flexible and purpose-built for IIoT, ThingWorx empowers industrial enterprises to digitally transform every aspect of their business with innovative solutions that are simple to create, easy to implement, scalable to meet future needs, and accelerate time to value.


  **Average Rating:** 3.9/5.0
  **Total Reviews:** 22
**How Do G2 Users Rate ThingWorx Industrial IOT Platform?**

- **Dashboards:** 10.0/10 (Category avg: 8.6/10)
- **Aggregation:** 8.3/10 (Category avg: 8.4/10)
- **Propagation:** 6.7/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.0/10)

**Who Is the Company Behind ThingWorx Industrial IOT Platform?**

- **Seller:** [PTC](https://www.g2.com/sellers/ptc)
- **Year Founded:** 1985
- **HQ Location:** Boston, Massachusetts
- **Twitter:** @PTC (37,560 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1935/ (8,145 employees on LinkedIn®)
- **Ownership:** NASDAQ: PTC

**Who Uses This Product?**
  - **Top Industries:** Computer Software
  - **Company Size:** 55% Enterprise, 24% Mid-Market


#### What Are ThingWorx Industrial IOT Platform's Pros and Cons?

**Pros:**

- Ease of Use (2 reviews)
- Real-time Monitoring (2 reviews)
- Customer Support (1 reviews)
- Data Analysis (1 reviews)
- Efficiency (1 reviews)

**Cons:**

- Expensive (2 reviews)
- Complex Setup (1 reviews)
- Learning Curve (1 reviews)
- Limited Functionality (1 reviews)
- Poor Reporting (1 reviews)


### What Do G2 Reviewers Say About ThingWorx Industrial IOT Platform?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find that ThingWorx simplifies the **designing, coding, and testing process** , making application development easier and more efficient.
- Users benefit from **real-time monitoring** that enhances asset tracking and health analysis for optimal utilization.
- Users commend the **excellent customer support** from PTC, enhancing the overall experience with ThingWorx platform.
- Users value the **real-time data analysis** capabilities of ThingWorx for effective asset management and health tracking.
- Users appreciate the **efficiency** of ThingWorx, significantly simplifying development and testing processes for new applications.

**Cons:**

- Users find the platform **expensive** , making it inaccessible for smaller organizations and complicating implementation.
- Users find the **implementation complex** , particularly for monitoring removable assets and managing abnormal conditions.
- Users find the **learning curve steep** , especially for beginners, with high maintenance requirements affecting usability.
- Users find the **basic charts widget** lacking in advanced features and reporting options on ThingWorx.
- Users find the **poor reporting** capabilities of ThingWorx limiting, especially regarding the charts widget and printed reports.

#### What Are Recent G2 Reviews of ThingWorx Industrial IOT Platform?

**"[Review for Thingworx assest Monitoring anf utilization](https://www.g2.com/survey_responses/thingworx-industrial-iot-platform-review-9953311)"**

**Rating:** 4.5/5.0 stars
*— Chirag P.*

[Read full review](https://www.g2.com/survey_responses/thingworx-industrial-iot-platform-review-9953311)

---

**"[Rapid App Development with Strong OT/IT Connectivity and Real-Time Analytics](https://www.g2.com/survey_responses/thingworx-industrial-iot-platform-review-12272978)"**

**Rating:** 4.0/5.0 stars
*— Vishal D.*

[Read full review](https://www.g2.com/survey_responses/thingworx-industrial-iot-platform-review-12272978)

---



### 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: 9.0/10)

**Who Is the Company Behind Raven.ai?**

- **Seller:** [Raven Telemetry](https://www.g2.com/sellers/raven-telemetry)
- **Year Founded:** 2015
- **HQ Location:** Ottawa, CA
- **Twitter:** @RavenTelemetry (297 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/ravenai/ (29 employees on LinkedIn®)

**Who Uses This Product?**
  - **Company Size:** 55% Small-Business, 35% Mid-Market


#### What Are Raven.ai's Pros and Cons?

**Pros:**

- Data Analysis (5 reviews)
- Efficiency (5 reviews)
- Manufacturing Integration (5 reviews)
- Insights (4 reviews)
- Process Improvement (4 reviews)

**Cons:**

- Complex Usability (7 reviews)
- Difficult Learning (2 reviews)
- Expensive (1 reviews)


### What Do G2 Reviewers Say About Raven.ai?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **precise data analysis** from Raven.ai, which greatly enhances operational efficiency and decision-making.
- Users value the **efficiency** of Raven.ai, benefiting from precise data and automation that enhances productivity.
- Users appreciate the **seamless integration** capabilities of Raven.ai, enhancing production tracking and operational efficiency significantly.
- Users appreciate the **seamless integration** of Raven.ai, enhancing productivity and providing meaningful real-time insights.
- Users value the **process improvement** capabilities of Raven.ai, as it enables data-driven insights for enhanced productivity.

**Cons:**

- Users find the **mobile app experience complex** , with navigation and integrations feeling less refined than expected.
- Users find the **difficult learning curve** due to insufficient API documentation and lack of automation in processes.
- Users find the **initial setup costly** , making integration with existing systems complex and time-consuming.

#### 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: 9.0/10)

**Who Is the Company Behind Tulip?**

- **Seller:** [Tulip Interfaces](https://www.g2.com/sellers/tulip-interfaces)
- **Year Founded:** 2012
- **HQ Location:** Somerville, Massachusetts, United States
- **Twitter:** @tulipinterfaces (1,103 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/tulip-interfaces/ (381 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Manufacturing
  - **Company Size:** 44% Mid-Market, 39% Enterprise


#### What Are Tulip's Pros and Cons?

**Pros:**

- Ease of Use (5 reviews)
- Customization (4 reviews)
- Features (3 reviews)
- Time Saving (3 reviews)
- Easy Integrations (2 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 appreciate the **ease of use** of Tulip, enjoying its intuitive interface and smooth integration capabilities.
- Users love the **ease of customization** with Tulip, enabling seamless integration and intuitive application building.
- Users appreciate the **intuitive interface** of Tulip, enabling easy app development and seamless integration for complex workflows.
- Users value the **time-saving capabilities** of Tulip, enabling quick problem-solving and efficient app deployment.
- Users value the **easy integrations** of Tulip, allowing seamless connections with other tools and systems effortlessly.

**Cons:**

- Users note the **limited features** of Tulip, particularly in analytics and batch record tools.
- Users find the **limited functionality** of Tulip frustrating, particularly with basic analytics and table relationships.
- Users find the **complexity in expression handling** a bit cumbersome, suggesting a need for more user-friendly tools.
- Users find **complex procedures** cumbersome, suggesting a need for more user-friendly expression handling in Tulip.
- Users find the **complex setup** of Tulip cumbersome, particularly regarding expression handling and dataset management.

#### 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: 9.0/10)

**Who Is the Company Behind Factry Historian?**

- **Seller:** [Factry](https://www.g2.com/sellers/factry)
- **Year Founded:** 2016
- **HQ Location:** Ghent, BE
- **Twitter:** @factry_io (85 Twitter followers)
- **LinkedIn® Page:** https://linkedin.com/company/factry.io (57 employees on LinkedIn®)

**Who Uses This Product?**
  - **Company Size:** 55% Mid-Market, 27% Small-Business


#### What Are Factry Historian's Pros and Cons?

**Pros:**

- Customer Support (1 reviews)
- Dashboard Trends (1 reviews)
- Data Analysis (1 reviews)
- Reporting (1 reviews)



### What Do G2 Reviewers Say About Factry Historian?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **responsive customer support** of Factry Historian, enhancing their experience with effective problem resolution.
- Users find the **powerful dashboard trends** of Factry Historian helpful for effective monitoring and analysis.
- Users find **Factry Historian&#39;s data analysis capabilities** incredibly effective for monitoring and reporting improvements over time.
- Users value the **powerful reporting capabilities** of Factry Historian, making data analysis efficient and insightful.


#### 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: 9.0/10)

**Who Is the Company Behind Minitab Connect?**

- **Seller:** [Minitab](https://www.g2.com/sellers/minitab-14ca02fe-fdeb-44c4-b0db-904058d0221b)
- **Company Website:** https://www.minitab.com
- **Year Founded:** 1972
- **HQ Location:** State College, Pennsylvania, United States
- **Twitter:** @Minitab (5,017 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/39142/ (717 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 **very easy to use** , with a user-friendly interface and abundant learning resources.
- Users appreciate the **effortless data integration** capabilities of Minitab Connect for seamless analysis and accessibility.
- Users appreciate the **easy integrations** of Minitab Connect, enabling seamless data accessibility and streamlined analysis.
- Users appreciate the **easy data integration** of Minitab Connect, enhancing accessibility and seamless analysis across various sources.
- Users value the **seamless data integration** in Minitab Connect, enhancing accessibility and analysis from various sources.

**Cons:**

- Users face a **high learning curve** with Minitab Connect, requiring patience and time to master its features.
- Users find a **high learning difficulty** with Minitab Connect, requiring patience and resources to master the tool.
- Users find **poor visualization** capabilities in Minitab Connect, especially with large datasets and complex transformations.
- Users face **visualization limitations** with Minitab Connect, particularly with large datasets and complex transformations.
- Users find **complexity in data visualization** challenging, with slow performance and high costs compared to competitors.

#### What Are Recent G2 Reviews of Minitab Connect?

**"[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)

---

**"[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)

---


#### 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 &amp; 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 &amp; large shop-floor dashboards. Ensure that decisions are made based on data &amp; intelligent insights. -Collect &quot;any&quot; shop-floor data -Track work order progress -Monitor production performance -Instantly get notified about issues -End-to-end visibility &amp; Data-driven decisions


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 12
**How Do G2 Users Rate SCW.AI?**

- **Dashboards:** 9.5/10 (Category avg: 8.6/10)
- **Aggregation:** 7.7/10 (Category avg: 8.4/10)
- **Propagation:** 8.3/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.0/10)

**Who Is the Company Behind SCW.AI?**

- **Seller:** [SCW.AI](https://www.g2.com/sellers/scw-ai)
- **Year Founded:** 2014
- **HQ Location:** Princeton, US
- **LinkedIn® Page:** https://www.linkedin.com/company/5129132 (38 employees on LinkedIn®)

**Who Uses This Product?**
  - **Top Industries:** Pharmaceuticals
  - **Company Size:** 83% Mid-Market, 8% 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 for efficient tracking and monitoring of production processes.
- Users appreciate the **effective downtime management** of SCW.AI, enabling proactive issue tracking and waste reduction.
- Users value the **real-time monitoring** by SCW.AI, enhancing efficiency and identifying waste in processes promptly.


#### 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&#39;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: 9.0/10)

**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 &amp; Aerospace, Automotive
  - **Company Size:** 51% Mid-Market, 37% Enterprise


#### What Are MANUFACTURO's Pros and Cons?

**Pros:**

- Ease of Use (8 reviews)
- Manufacturing Integration (8 reviews)
- Efficiency Improvement (6 reviews)
- Features (6 reviews)
- Integrations (6 reviews)

**Cons:**

- Complex Usability (5 reviews)
- Difficult Learning (3 reviews)
- Challenges in Usage (2 reviews)
- Confusing Procedures (2 reviews)
- Difficulty in Usage (2 reviews)


### What Do G2 Reviewers Say About MANUFACTURO?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Manufacturo, benefiting from its user-friendly interface and efficient support.
- Users value the **seamless manufacturing integration** of Manufacturo, enhancing operational efficiency and streamlining complex processes.
- Users value the **efficiency improvements** with Manufacturo, enhancing production traceability and ease of use significantly.
- Users value the **integrated features** of Manufacturo, enhancing agile manufacturing with high traceability and continuous improvements.
- Users appreciate the **seamless integrations** in Manufacturo, enhancing operational efficiency and traceability in complex manufacturing processes.

**Cons:**

- Users find the **complex usability** of MANUFACTURO challenging, especially when editing work orders and navigating integrated systems.
- Users find a **difficult learning curve** with MANUFACTURO, especially newcomers to digital manufacturing tools and workflows.
- Users find **usage challenges** in MANUFACTURO, particularly with complex editing and rollback features that hinder ease of use.
- Users often face **confusing procedures** during setup and data entry, leading to complications in system utilization.
- Users find the **complexity of the backend** challenging, especially when integrating with other systems like ERP and PLM.

#### 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 &amp; 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 &amp; 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)

  
    
