# Best Manufacturing Intelligence Software - Page 4

## How Many Manufacturing Intelligence Software Products Does G2 Track?

**Total Products under this Category:** 157

### Category Stats (Aug 2026)

- **Average Rating:** 4.43/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** MYOB Acumatica (+0.75%) - Among all products in this category, MYOB Acumatica recorded the largest rating increase compared to last month

_Last updated: August 05, 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
- 157+ 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.

## G2 Grid® for Manufacturing Intelligence Software
 ![G2 Grid® for Manufacturing Intelligence Software plotting products by satisfaction and market presence](https://www.g2.com/categories/manufacturing-intelligence/grids.png?focus%5B%5D=93721&focus%5B%5D=98576&focus%5B%5D=1192379&focus%5B%5D=1242756&focus%5B%5D=161966&focus%5B%5D=120626&focus%5B%5D=1222090&focus%5B%5D=49518)

Highlighted products: MasterControl Manufacturing Excellence, Seeq, Fabriq, Lineview, L2L, APEX, Factbird, and Amper.

Underlying data: [Grid® JSON](https://www.g2.com/categories/manufacturing-intelligence/grids.json?focus%5B%5D=mastercontrol-manufacturing-excellence&focus%5B%5D=seeq&focus%5B%5D=fabriq-fabriq&focus%5B%5D=lineview&focus%5B%5D=l2l&focus%5B%5D=leandna-apex&focus%5B%5D=factbird&focus%5B%5D=amper)

**Sponsored**

### Knowby

Capture Any Process. Guide Every Worker. Create and Share Any On-Screen or Manual Workflow by QR Code, Link or Embed in Minutes. Full Access Free 30-Day Trial with No Card. Auto-Translate 140+ languages. Minimise Downtime, Speed Up Onboarding and Keep SOPs and Work Instructions up to date. Particularly beneficial for training, onboarding, and everyday operational tasks, enabling teams to transform complex processes into easily digestible instructions. With its availability on both web and mobile platforms, Knowby Pro ensures that assistance is accessible anytime and anywhere, facilitating seamless collaboration and knowledge sharing among team members. Knowby offers four ways to capture work processes from the desk to the shop floor. Capture screen clicks, convert video to step-by-step guides quickly using AI, transform PDF docs into digital know-how or create SOPs from scratch. Targeted primarily at organizations seeking to enhance their training and operational efficiency, Knowby Pro caters to a wide range of industries, including technology, healthcare, and education. The software is designed for teams that require concise and effective communication of procedures, making it an essential resource for onboarding new employees, training staff on new tools, or providing ongoing support for existing processes. By utilizing Knowby Pro, organizations can streamline their training efforts, reduce the time spent on instruction, and improve overall productivity. One of the key features of Knowby Pro is its support for over 140 languages, which allows teams to create inclusive content that caters to diverse audiences. The integration of artificial intelligence enhances the content creation process by automatically generating instructions from video content, suggesting improvements, and providing translation services. This ensures that knowbys are not only accurate but also culturally relevant, as users can manually verify translations for quality assurance. Such capabilities make Knowby Pro a versatile tool for global teams, ensuring that all members can access and understand the necessary information. In addition, Knowby can capture valuable data and feedback from workers as they use instructions, and seamlessly integrate with other business systems. This creates a smooth flow of information across the organisation, strengthening decision-making, compliance, and continuous improvement while closing the gap between workers on the ground and the systems that guide their work. Knowby is grounded in Cognitive Load Theory, which emphasizes the importance of reducing mental effort during the learning process. Each step in a knowby is designed to present only the essential information, minimizing clutter and confusion. This intentional design makes instructions easier to follow and retain, which is particularly advantageous in fast-paced environments where clear communication is critical. By focusing on clarity and simplicity, Knowby helps organizations reduce errors and accelerate the learning curve for new processes or tools. Overall, Knowby stands out in the instructional design software category by offering a user-friendly interface, robust language support, and AI-driven features that enhance content creation. Its commitment to reducing cognitive load and improving communication makes it an invaluable asset for teams looking to optimize their training and operational workflows.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1887&secure%5Bchosen_at%5D=2026-08-15T09%3A02%3A45Z&secure%5Bdisplayable_resource_id%5D=1868&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=1868&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1320344&secure%5Bresource_id%5D=1887&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fmanufacturing-intelligence%3Fpage%3D4&secure%5Btoken%5D=dec90f1bb0451daee8f41b2219196b842a25d6093dc6ae130435d7afd5c7a813&secure%5Burl%5D=https%3A%2F%2Fwww.knowby.co%2F%3Futm_campaign%3D118467781-G2%26utm_source%3Dppc%26utm_medium%3Dppc%26utm_content%3Dcategory&secure%5Burl_type%5D=free_trial)

### [Hexagon Manufacturing Intelligence](https://www.g2.com/products/hexagon-manufacturing-intelligence/reviews)

Hexagon Manufacturing Intelligence is the largest software developer in the metrology industry and offers a wide range of in-house developed, individually-customisable software packages that deliver intelligent and effective data acquisition, analysis and evaluation as well as powerful data management and reporting tools.

**Average Rating:** 4.2/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Hexagon Manufacturing Intelligence?

- **Dashboards:** 8.9/10 (Category avg: 8.6/10)
- **Aggregation:** 8.3/10 (Category avg: 8.4/10)
- **Propagation:** 8.9/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 7.5/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Hexagon Manufacturing Intelligence?

- **Seller:** [Hexagon AB](https://www.g2.com/sellers/hexagon-ab-82cd7afb-c519-4285-8d60-9b5f99ae6850)
- **HQ Location:** Stockholm
- **Twitter:** @HexagonAB  
13,376 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=055d1d7526ea9ba811ebc75803b5a66b2390b90250a70ade33d0cda70b302438&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhexagon-ab%2F&secure%5Burl_type%5D=linkedin_company_website)  
852 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

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

**["Hexagon Manufacturing Intelligence is the biggest find of this generation"](https://www.g2.com/survey_responses/hexagon-manufacturing-intelligence-review-9963574)**

**Rating:** 4.5/5.0 stars

_— Arun B._

[Read full review](https://www.g2.com/survey_responses/hexagon-manufacturing-intelligence-review-9963574)

**["Hexagon Manufacturing Intelligence review as a consultant"](https://www.g2.com/survey_responses/hexagon-manufacturing-intelligence-review-9985176)**

**Rating:** 4.0/5.0 stars

_— Bharat W._

[Read full review](https://www.g2.com/survey_responses/hexagon-manufacturing-intelligence-review-9985176)

### [Intellicus](https://www.g2.com/products/intellicus/reviews)

Intellicus helps organizations put their data to work and helps business leaders gain actionable insights. Driven by AI, auto ML and sophisticated machine learning models, Intellicus helps CXOs use data to accelerate their growth. Intellicus Technologies tailor solutions based on your needs, instead of retrofitting them to ‘customizable’ one-size-fits-all solutions. Intellicus offers end-to-end data integration through ETL, integrating sophisticated databases, ERP solutions, legacy systems, telephony, ACDs till flat file systems into a data warehouse that becomes the single source of truth. Intellicus’ self-serve reporting, OLAP capabilities and interactive analytics dashboards allow users to drill down & drill up, zoom out or slice-and-dice data to create a 360-degree view of the business. Auto-ML based what-if predictions deliver power and agility to small and large enterprises so that they can make business critical decisions based on science. Ready to take the next step in your digital transformation? Write to marketing@intellicus.com today

**Average Rating:** 4.6/5.0

**Total Reviews:** 119

#### How Do G2 Users Rate Intellicus?

- **Dashboards:** 10.0/10 (Category avg: 8.6/10)
- **Aggregation:** 8.9/10 (Category avg: 8.4/10)
- **Propagation:** 8.9/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Intellicus?

- **Seller:** [Intellicus Technologies](https://www.g2.com/sellers/intellicus-technologies)
- **Company Website:** www.intellicus.com
- **Year Founded:** 2004
- **HQ Location:** Los Gatos, CA
- **Twitter:** @Intellicus  
277 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fc07f0f0ad8078ef7bf3668fb492fde78637e65e9a468217a08fcf623e67cc5e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fintellicus-technologies&secure%5Burl_type%5D=linkedin_company_website)  
241 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 59% Medium, 23% Large

#### What Do G2 Reviewers Say About Intellicus?

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **reporting capabilities** of Intellicus efficient and user-friendly, enhancing their data management experience.
- Users value the **ease of use** of Intellicus, enhancing workflow efficiency and streamlining data management tasks effectively.
- Users value the **ease of dashboard customization** in Intellicus, enabling tailored insights for diverse management levels.
- Users appreciate the **end-to-end data analysis solutions** of Intellicus, enhancing efficiency in data processing and integration.
- Users value the **advanced data visualization capabilities** of Intellicus, enhancing their business intelligence and decision-making efforts.

##### Cons

- Users find the **complex usability** of Intellicus challenging, especially with advanced features and initial setup requiring technical knowledge.
- Users find certain features of Intellicus **difficult to learn** , impacting the overall user experience and efficiency.
- Users find the **learning curve steep** with Intellicus, as advanced features and scripting are not immediately intuitive.
- Users find Intellicus's **complex interface** overwhelming initially, requiring time to master before fully utilizing its features.
- Users find the **learning difficulty** of Intellicus challenging due to complex features and initial technical understanding required.

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

**["A Powerful BI & Reporting Platform"](https://www.g2.com/survey_responses/intellicus-review-7654115)**

**Rating:** 5.0/5.0 stars

_— Jaswanth S._

[Read full review](https://www.g2.com/survey_responses/intellicus-review-7654115)

**["Excellent for Data Engineering and Visualization"](https://www.g2.com/survey_responses/intellicus-review-11985902)**

**Rating:** 5.0/5.0 stars

_— Abhishek D._

[Read full review](https://www.g2.com/survey_responses/intellicus-review-11985902)

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

- [What is Intellicus used for?](https://www.g2.com/discussions/what-is-intellicus-used-for) - 1 comment, 1 upvote

### [MachineMetrics](https://www.g2.com/products/machinemetrics/reviews)

MachineMetrics is an AI-driven Manufacturing Operations Platform purpose-built for discrete manufacturers running automated machining environments. MachineMetrics connects to any machine regardless of make, model, or age, combining real-time machine data with operator context and ERP systems to close the execution gap between what was planned and what actually happens on the shop floor. For manufacturers implementing a modern, AI-powered MES or augmenting an existing system, MachineMetrics delivers work order management, production scheduling, OEE analytics, and downtime tracking on a single platform. Auto Job Match identifies running jobs and creates ERP-synced labor records automatically. Max AI embeds intelligence into daily shift workflows, including handovers, alarm resolution, and tool life management. MachineMetrics integrates natively with leading ERP systems and connects to more than 1,000 machine controller types. The path to value is measured in days, not months.

**Average Rating:** 4.3/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate MachineMetrics?

- **Dashboards:** 6.7/10 (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?:** 8.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind MachineMetrics?

- **Seller:** [MachineMetrics](https://www.g2.com/sellers/machinemetrics)
- **Year Founded:** 2014
- **HQ Location:** Easthampton, US
- **Twitter:** @MachineMetrics  
1,086 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=354fbcb38c9be8f1017139016ed48f337a8fe5efed3e64db62b0b3339feb4652&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmachinemetrics&secure%5Burl_type%5D=linkedin_company_website)  
49 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Medium, 33% Small

#### What Do G2 Reviewers Say About MachineMetrics?

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **real-time monitoring** of machine data invaluable, enhancing daily operations with its user-friendly interface.
- Users enjoy the **user-friendly interface** of MachineMetrics, finding real-time visualization beneficial for daily operations.

##### Cons

- Users find the **difficult learning** curve challenging, often requiring technical knowledge and support for effective use.

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

**["Advanced Tool"](https://www.g2.com/survey_responses/machinemetrics-review-10743978)**

**Rating:** 4.0/5.0 stars

_— Ossama Y._

[Read full review](https://www.g2.com/survey_responses/machinemetrics-review-10743978)

**["He made quick decisions in real time"](https://www.g2.com/survey_responses/machinemetrics-review-10658642)**

**Rating:** 4.5/5.0 stars

_— Darly S._

[Read full review](https://www.g2.com/survey_responses/machinemetrics-review-10658642)

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

- [What is MachineMetrics used for?](https://www.g2.com/discussions/what-is-machinemetrics-used-for) - 2 comments

### [Plutoshift](https://www.g2.com/products/plutoshift-plutoshift/reviews)

Plutoshift is pioneering a new category of data platform, purpose built for enterprises that provide physical products and services. The Plutoshift Operational Data Platform (ODP) applies AI and automated machine learning to unify and align the myriad of data sources into a shared system of record, enabling a new caliber of “always-on” performance monitoring and predictive analysis. For the first time, front line and remote workers can utilize current and trusted data all the way out to the operational front lines of the business, dramatically improving the speed and reliability of critical decision making.

**Average Rating:** 4.8/5.0

**Total Reviews:** 20

#### How Do G2 Users Rate Plutoshift?

- **Dashboards:** 6.7/10 (Category avg: 8.6/10)
- **Aggregation:** 8.3/10 (Category avg: 8.4/10)
- **Propagation:** 8.3/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Plutoshift?

- **Seller:** [Plutoshift](https://www.g2.com/sellers/plutoshift)
- **Year Founded:** 2024
- **HQ Location:** Palo Alto, California
- **Twitter:** @plutoshift  
229 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=73850d355bfdc14ea36770d57547c351f3cf2b7a001f9b02cdf0446b9a78ef75&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fplutoshift-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Computer Software
- **Company Size:** 65% Medium, 25% Large

#### What Do G2 Reviewers Say About Plutoshift?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of data analysis** with Plutoshift, enhancing decision-making through automated insights and real-time intelligence.
- Users value Plutoshift for its ability to provide **real-time actionable insights** that simplify complex data and enhance decision-making.
- Users value the **responsive support team** of Plutoshift, enhancing their experience with efficient assistance and solutions.
- Users value the **real-time analysis capabilities** of Plutoshift, which simplify complex data for informed decision-making.
- Users appreciate the **real-time actionable insights** provided by Plutoshift's innovative analytics technology, enhancing decision-making processes.

##### Cons

- Users find Plutoshift's **complex usability** challenging, particularly for those less familiar with technology and setup processes.
- Users find Plutoshift's **complexity** challenging, particularly when connecting data sources and configuring settings.
- Users find **integration issues** frustrating, as connecting data sources and configuring settings can be time-consuming and challenging.
- Users find Plutoshift's **learning curve challenging** , particularly for those lacking technical expertise or familiarity.
- Users find the **difficult setup** of Plutoshift time-consuming, especially for those lacking technical skills.

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

**["Committed to Managing Sites Operations."](https://www.g2.com/survey_responses/plutoshift-review-10796025)**

**Rating:** 4.5/5.0 stars

_— Davide P._

[Read full review](https://www.g2.com/survey_responses/plutoshift-review-10796025)

**["Simplifies Resource Management with Easy Setup"](https://www.g2.com/survey_responses/plutoshift-review-12393684)**

**Rating:** 4.0/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/plutoshift-review-12393684)

### [Sage Clarity EMI](https://www.g2.com/products/sage-clarity-emi/reviews)

Gain insight into your manufacturing operations across your supply chain within the the plant or across the entire enterprise with Informance EMI. Monitor your production facilities in real-time through customizable dashboards holding KPIs unique to your business. Informance EMI software can be deployed both on-premise and in the cloud to suit your enterprises need.

**Average Rating:** 4.0/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Sage Clarity EMI?

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

#### Who Is the Company Behind Sage Clarity EMI?

- **Seller:** [Sage Clarity Systems](https://www.g2.com/sellers/sage-clarity-systems)
- **Year Founded:** 2010
- **HQ Location:** Chicago, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b669d414bf0c7ccaae6a2d1c5bcbcc7fd32cd4b5b6c48b2aed6a229e82e0b625&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsage-clarity%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Medium, 33% Large

#### What Are Recent G2 Reviews of Sage Clarity EMI?

**["review for the Sage Clarity EMI"](https://www.g2.com/survey_responses/sage-clarity-emi-review-9974104)**

**Rating:** 4.0/5.0 stars

_— TAO Z._

[Read full review](https://www.g2.com/survey_responses/sage-clarity-emi-review-9974104)

**["Frictionless way to access and sort data"](https://www.g2.com/survey_responses/sage-clarity-emi-review-9988464)**

**Rating:** 4.5/5.0 stars

_— Paul F._

[Read full review](https://www.g2.com/survey_responses/sage-clarity-emi-review-9988464)

### [SQCpack by PQ Systems](https://www.g2.com/products/sqcpack-by-pq-systems/reviews)

SQCpack is a robust Statistical Process Control (SPC) application that will help to analyze, understand, improve, and communicate about quality processes

**Average Rating:** 4.3/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate SQCpack by PQ Systems?

- **Dashboards:** 8.9/10 (Category avg: 8.6/10)
- **Aggregation:** 7.8/10 (Category avg: 8.4/10)
- **Propagation:** 8.9/10 (Category avg: 8.3/10)

#### Who Is the Company Behind SQCpack by PQ Systems?

- **Seller:** [Advantive](https://www.g2.com/sellers/advantive)
- **Year Founded:** 2022
- **HQ Location:** Tampa, FL
- **Twitter:** @Advantive\_  
55 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2c2ee40d00152e433b310f3241493dbde5808392e7833b3ab82a30e0ae9eb1fc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fadvantive-software%2F&secure%5Burl_type%5D=linkedin_company_website)  
729 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Medium, 33% Large

#### What Are Recent G2 Reviews of SQCpack by PQ Systems?

**["Easy to connect to other data sources"](https://www.g2.com/survey_responses/sqcpack-by-pq-systems-review-9985589)**

**Rating:** 4.5/5.0 stars

_— Trinh Thi P._

[Read full review](https://www.g2.com/survey_responses/sqcpack-by-pq-systems-review-9985589)

**["Integrate with other data streams"](https://www.g2.com/survey_responses/sqcpack-by-pq-systems-review-10035782)**

**Rating:** 4.5/5.0 stars

_— Dimitar J._

[Read full review](https://www.g2.com/survey_responses/sqcpack-by-pq-systems-review-10035782)

### [VisualFactory](https://www.g2.com/products/visualfactory/reviews)

NoMuda VisualFactory is the Lean Manufacturing Software that helps high variety, high value and complex assembly manufacturers implement lean best practice in a simple, standardized and sustainable way. Our customers get better control over their shop floor operations with 6-10% productivity increases whilst eliminating manufacturing errors and providing real time visibility of production status to the Shop Floor and Management. We work with some of the largest manufacturers in the world with installations throughout North America, Europe, India and China. Contact us to realize the benefits in a free one-to-one demonstration.

**Average Rating:** 4.4/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate VisualFactory?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind VisualFactory?

- **Seller:** [VisualFactory](https://www.g2.com/sellers/visualfactory)
- **Year Founded:** 1996
- **HQ Location:** Alcester, Warwickshire
- **Twitter:** @VisualFactory  
54 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f64e0be579a11ba44182de652e85ad7b01280bab28371830484fa271ff256ab7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnomuda_2&secure%5Burl_type%5D=linkedin_company_website)  
47 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 55% Small, 36% Medium

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

**["Innovative And Increased Productivity With Visual Factory"](https://www.g2.com/survey_responses/visualfactory-review-7008219)**

**Rating:** 4.5/5.0 stars

_— Achal J._

[Read full review](https://www.g2.com/survey_responses/visualfactory-review-7008219)

**["Best Digital Work Instruction Software"](https://www.g2.com/survey_responses/visualfactory-review-7122545)**

**Rating:** 5.0/5.0 stars

_— rohit b._

[Read full review](https://www.g2.com/survey_responses/visualfactory-review-7122545)

### [Apriso Global EMI](https://www.g2.com/products/apriso-global-emi/reviews)

Apriso Global EMI (Enterprise Manufacturing Intelligence) solution provides a truly global, consistent approach to gather and report up-to-the-minute information wherever and whenever it's needed to simplify the process of analyzing manufacturing execution across plants. This solution helps you to make the necessary changes, and then to roll them out as often as needed.

**Average Rating:** 3.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Apriso Global EMI?

- **Dashboards:** 9.2/10 (Category avg: 8.6/10)
- **Aggregation:** 9.2/10 (Category avg: 8.4/10)
- **Propagation:** 7.5/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Apriso Global EMI?

- **Seller:** [Dassault Systemes](https://www.g2.com/sellers/dassault-systemes)
- **Year Founded:** 1981
- **HQ Location:** Velizy-Villacoublay
- **Twitter:** @Dassault3DS  
74,082 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=be24ad513e765c24033d0729104c71dc2870899bb3658f6b85f33967626cbb1a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3896%2F&secure%5Burl_type%5D=linkedin_company_website)  
27,414 employees on LinkedIn®
- **Ownership:** EPA: DSY.PA

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Do G2 Reviewers Say About Apriso Global EMI?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **seamless integration of data** from global manufacturing plants, enhancing real-time decision-making and problem-solving.
- Users value the **clear dashboards** of Apriso Global EMI, which enhance real-time production tracking and faster problem detection.
- Users value the **seamless integrations** of Apriso Global EMI, enhancing data tracking and real-time problem-solving.
- Users value the **real-time monitoring tools** of Apriso Global EMI, enabling quick identification of production issues.

##### Cons

- Users find the **complex usability** of Apriso Global EMI challenging, leading to a steep learning curve and unpolished interfaces.
- Users find the **difficult learning curve** of Apriso Global EMI complicates report generation and overall effectiveness.

#### What Are Recent G2 Reviews of Apriso Global EMI?

**["Complex dashboards negatively affect their communication"](https://www.g2.com/survey_responses/apriso-global-emi-review-10677175)**

**Rating:** 4.5/5.0 stars

_— Charles G._

[Read full review](https://www.g2.com/survey_responses/apriso-global-emi-review-10677175)

### [Bosch DeviceBridge](https://www.g2.com/products/bosch-devicebridge/reviews)

DeviceBridge is a software solution that gathers manufacturing data from a broad range of shopfloor equipments. The collected data is pre-processed, transformed to a Standard format and delivered to IT applications such as MES, Database, Cloud, File storage, and more for further processing and storage. Bosch DeviceBridge addresses critical problem areas in machine/process data acquisition and management on a manufacturing shop floor by providing a secure, adaptable, and scalable 4.0 industrial class solution.

**Average Rating:** 4.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Bosch DeviceBridge?

- **Dashboards:** 10.0/10 (Category avg: 8.6/10)
- **Aggregation:** 10.0/10 (Category avg: 8.4/10)
- **Propagation:** 10.0/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Bosch DeviceBridge?

- **Seller:** [Bosch](https://www.g2.com/sellers/bosch)
- **HQ Location:** Berlin, DE
- **Twitter:** @BoschGlobal  
240,810 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0f22e4d4d5547c3ca630991cb398144e1e6fc336f62be64b852c61127568cedc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F37795920&secure%5Burl_type%5D=linkedin_company_website)  
89 employees on LinkedIn®
- **Ownership:** NSE: BOSCHLTD

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Bosch DeviceBridge?

**["Its a very helpful for all"](https://www.g2.com/survey_responses/bosch-devicebridge-review-9602823)**

**Rating:** 5.0/5.0 stars

_— Kamlesh G._

[Read full review](https://www.g2.com/survey_responses/bosch-devicebridge-review-9602823)

**["Bosch"](https://www.g2.com/survey_responses/bosch-devicebridge-review-9967473)**

**Rating:** 4.5/5.0 stars

_— Sonia K._

[Read full review](https://www.g2.com/survey_responses/bosch-devicebridge-review-9967473)

### [Braincube](https://www.g2.com/products/braincube/reviews)

Braincube is a smart IIoT platform suite with business and expert apps designed for industry. Braincube’s platform and off-the-shelf apps empower manufacturers to find instant and long-term value from data streams and Big Data analytics. Its operating software provides immediate visibility into live conditions via Edge and provides a hub of analysis apps via Cloud to better optimize performance. Combine Edge and Cloud to get the best results from your IIoT platform: adjust to real-time recommendations and improve future performance. Choose from a robust app store to help you achieve your context-specific goals whether you are striving for continuous improvement and higher productivity, cost- reduction via Machine Learning, asset monitoring and predictive maintenance strategies, or visualization with charts, tables, and dashboards. Braincube provides a one-stop shop to take control of your data and transform your operations.

**Average Rating:** 4.3/5.0

**Total Reviews:** 6

#### How Do G2 Users Rate Braincube?

- **Dashboards:** 8.3/10 (Category avg: 8.6/10)
- **Aggregation:** 9.2/10 (Category avg: 8.4/10)
- **Propagation:** 8.3/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind Braincube?

- **Seller:** [Braincube](https://www.g2.com/sellers/braincube)
- **Year Founded:** 2007
- **HQ Location:** Issoire, Auvergne-Rhône-Alpes, France
- **Twitter:** @braincubeEn  
188 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d8e5be0af856ef858fe2ca3867f053b2cf5a71e0adaafefdfec12286c809607d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbraincubefr&secure%5Burl_type%5D=linkedin_company_website)  
187 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Medium, 33% Small

#### What Do G2 Reviewers Say About Braincube?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Braincube's **ease of use** and intuitive design enhance efficiency and facilitate quick integration across teams.
- Users praise Braincube for its **intuitive interface** , simplifying implementation and enhancing data analysis across the organization.
- Users benefit from the **real-time data analytics** in Braincube, which provide valuable insights and enhance usability.
- Users value the **API integration** of Braincube, enhancing data connectivity and analysis capabilities effortlessly.
- Users appreciate the **easy cloud integration** , enabling seamless data collection and enhanced visibility into operations.

##### Cons

- Users find **customer support lacking** , which can hinder overall satisfaction with Braincube's usability.
- Users consider Braincube to be **expensive** compared to other accounting software options available on the market.
- Users find the **high pricing** of Braincube compared to other accounting software to be a significant downside.
- Users note that **customer support can be a bit improved** , impacting their overall experience with Braincube.
- Users feel that **customer support is lacking** and could significantly benefit from improvements.

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

**["Existence of pre-built industry apps for simple analytics"](https://www.g2.com/survey_responses/braincube-review-10171993)**

**Rating:** 5.0/5.0 stars

_— Kenneth F._

[Read full review](https://www.g2.com/survey_responses/braincube-review-10171993)

**["Use industrial data for optimization of processes"](https://www.g2.com/survey_responses/braincube-review-10222238)**

**Rating:** 5.0/5.0 stars

_— Adriana A._

[Read full review](https://www.g2.com/survey_responses/braincube-review-10222238)

### [DataHub](https://www.g2.com/products/upkeep-datahub/reviews)

UpKeep DataHub is an integrated and centralized data ecosystem for collecting asset data, standardizing data into common data models, and automating data-driven asset operations. DataHub helps maintenance, operations, and reliability teams increase capacity, reduce downtime, and optimize asset operations. Integrated & Centralized Data Ecosystem for World Class Asset Operations.

**Average Rating:** 4.1/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate DataHub?

- **Dashboards:** 9.2/10 (Category avg: 8.6/10)
- **Aggregation:** 9.2/10 (Category avg: 8.4/10)
- **Propagation:** 7.5/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)

#### Who Is the Company Behind DataHub?

- **Seller:** [UpKeep](https://www.g2.com/sellers/upkeep)
- **Year Founded:** 2014
- **HQ Location:** Los Angeles, CA
- **Twitter:** @OnUpKeep  
4,547 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=08883dd72ec4db96ca27daf49237d0825ce4199ffcbf40b81f7d141ec83a138d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fon-upkeep%2F&secure%5Burl_type%5D=linkedin_company_website)  
156 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Medium, 25% Large

#### What Do G2 Reviewers Say About DataHub?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **excellent customer support** of DataHub, ensuring prompt and effective resolutions for any queries.
- Users appreciate the **customization options** of DataHub, enhancing their experience with tailored solutions for data management.
- Users appreciate the **constant updates** of DataHub, enhancing compatibility and performance with their data stack.
- Users value the **constant updates** of DataHub, ensuring compatibility and excellence in their data visualization needs.
- Users find DataHub's **ease of use** remarkable, praising its setup simplicity and helpful customer support.

##### Cons

- Users find **difficult learning** curves due to complex features and integration challenges requiring technical expertise.
- Users find **complex usability** in DataHub, requiring additional steps and technical knowledge for certain features and integrations.
- Users find the DataHub to be **expensive** , with high total ownership costs and limited native integrations.
- Users find the **feature limitations** of DataHub challenging, particularly for those requiring advanced tools and integration help.
- Users face **integration issues** that can complicate the process, especially for those lacking technical expertise.

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

**["useful and good product for data oriented companies"](https://www.g2.com/survey_responses/datahub-review-8732052)**

**Rating:** 4.0/5.0 stars

_— Verified User in Internet_

[Read full review](https://www.g2.com/survey_responses/datahub-review-8732052)

**["An Easy Way to Organize and Share Data"](https://www.g2.com/survey_responses/datahub-review-10737761)**

**Rating:** 4.0/5.0 stars

_— Darshika V._

[Read full review](https://www.g2.com/survey_responses/datahub-review-10737761)

### [DFMA® (Design for Manufacture and Assembly)](https://www.g2.com/products/dfma-design-for-manufacture-and-assembly/reviews)

DFA Product Simplification software utilizes an intuitive question-and-answer interface that identifies opportunities for substantial cost reduction in a product. By applying industry-tested minimum part count criteria, the software finds parts that can be consolidated/eliminated while maintaining 100% functionality. The outcome of a DFA-based design is a more elegant product that is both functionally efficient and easy to assemble. DFA re-designs also have the added impact of increased quality and reliability, faster development time, and require fewer suppliers. DFM Concurrent Costing® software provides an immediate, thorough understanding of the primary cost drivers associated with manufacturing your product – and establishes a benchmark for what your product "should cost." Additionally, DFM guides you through an assessment of alternative processes and materials to help you generate various design proposals. Cost results update automatically as you specify tolerances, surface finishes, and other part details. Gradually, as you choose effective shape-forming processes and consider how to modify part features to lower cost, your product becomes cost optimized. The use of DFM Concurrent Costing® and DFA Product Simplification together is what constitutes DFMA®. Engineers use DFA to reduce the assembly labor within a product through the consolidation of single function parts into more elegant, multi-functional designs. The DFM software is then used to help the design engineer quickly compare the costs to produce each alternative design. The DFMA® software package gives engineers an early cost profile for each product design and provides a basis for planning and decision making. Such analyses, when performed at the earliest stages of concept design, have the potential to greatly influence manufacturing and other life cycle costs before they are solidified and become locked in place.

**Average Rating:** 4.0/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate DFMA® (Design for Manufacture and Assembly)?

- **Dashboards:** 7.5/10 (Category avg: 8.6/10)
- **Aggregation:** 7.5/10 (Category avg: 8.4/10)
- **Propagation:** 6.7/10 (Category avg: 8.3/10)

#### Who Is the Company Behind DFMA® (Design for Manufacture and Assembly)?

- **Seller:** [Boothroyd Dewhurst](https://www.g2.com/sellers/boothroyd-dewhurst)
- **Year Founded:** 1983
- **HQ Location:** East Greenwich, US
- **Twitter:** @DFMAsoftware  
29 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ca5c87bdf947f98ff245871f6abcb9b1ddee705c01283065ab00145d0e0ec6ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fboothroyd-dewhurst-inc-&secure%5Burl_type%5D=linkedin_company_website)  
11 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Do G2 Reviewers Say About DFMA® (Design for Manufacture and Assembly)?

_AI-generated summary from verified user reviews_

##### Pros

- Users find DFMA® to be **user-friendly** , effectively aiding in process understanding and cost optimization.
- Users value the **efficiency** of DFMA®, enhancing process and cost optimization with an intuitive interface.
- Users find DFMA® to be **intuitive** , facilitating process additions and cost optimization with a user-friendly interface.
- Users find DFMA® effective for **process improvement** , enhancing cost optimization with a user-friendly interface.
- Users find the **user-friendly interface** of DFMA® effective for process addition and cost optimisation understanding.

#### What Are Recent G2 Reviews of DFMA® (Design for Manufacture and Assembly)?

**["Tool for cost optimization !"](https://www.g2.com/survey_responses/dfma-design-for-manufacture-and-assembly-review-10590070)**

**Rating:** 4.0/5.0 stars

_— Pranoti A._

[Read full review](https://www.g2.com/survey_responses/dfma-design-for-manufacture-and-assembly-review-10590070)

**["Reliable software to compare and evaluate complex designs for process time & costs"](https://www.g2.com/survey_responses/dfma-design-for-manufacture-and-assembly-review-10582369)**

**Rating:** 4.0/5.0 stars

_— Verified User in Automotive_

[Read full review](https://www.g2.com/survey_responses/dfma-design-for-manufacture-and-assembly-review-10582369)

### [ENLYZE Manufacturing Data Platform](https://www.g2.com/products/enlyze-manufacturing-data-platform/reviews)

ENLYZE is a fully managed Industrial IoT Platform that helps production companies turn their shopfloor data into real business value without having to piece together multiple tools or handle complex IT projects. At its core, ENLYZE connects all relevant data sources across your production environment. This includes machines, PLCs, sensors, energy meters, and higher-level IT systems such as ERP or MES. We make it easy to access and centralize your shopfloor data regardless of machine type, age, or manufacturer. Once the data is captured, ENLYZE helps you structure it in a standardized and scalable way. Our platform allows you to build a custom semantic model that links process data, order information, and quality metrics into a single, harmonized layer. This gives you a consistent data foundation that can be used across teams, systems, and use cases. But ENLYZE is more than just infrastructure. It comes with a portfolio of out-of-the-box solutions for common challenges in manufacturing. These include OEE tracking, quality deviation alerts, traceability, and automated operator feedback – all ready to use from day one. Everything is included, integrated, and operational from the start. ENLYZE is a fully managed service. That means we take care of everything: From data capture to analytics. So you and your team can focus on improvement instead of integration. This means no internal IT burden, no stitching together third-party systems, and no waiting months for results. With ENLYZE, you get the platform, the use cases, and the operational reliability you need to drive continuous improvement with your shopfloor data.

**Average Rating:** 4.7/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate ENLYZE Manufacturing Data Platform?

- **Dashboards:** 8.3/10 (Category avg: 8.6/10)
- **Aggregation:** 8.3/10 (Category avg: 8.4/10)
- **Propagation:** 10.0/10 (Category avg: 8.3/10)
- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)

#### Who Is the Company Behind ENLYZE Manufacturing Data Platform?

- **Seller:** [ENLYZE](https://www.g2.com/sellers/enlyze)
- **Year Founded:** 2018
- **HQ Location:** Köln, DE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ba3f7eca357db1e04ba09a550665b048266891262a4e42af1eb6a9f89c2708b5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fenlyze&secure%5Burl_type%5D=linkedin_company_website)  
21 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 80% Medium

#### What Do G2 Reviewers Say About ENLYZE Manufacturing Data Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of the ENLYZE Manufacturing Data Platform, enhancing flexibility and efficiency across teams.
- Users value the **real-time monitoring** capabilities of ENLYZE, enhancing transparency and efficiency across various manufacturing processes.
- Users appreciate the **reliable online technical support** from ENLYZE, enhancing their experience with real-time production insights.
- Users value the **customization options** of ENLYZE, enabling tailored solutions to meet specific production needs effectively.
- Users value the **flexibility and ease of use** of ENLYZE Manufacturing Data Platform, enhancing operational efficiency across teams.

#### What Are Recent G2 Reviews of ENLYZE Manufacturing Data Platform?

**["Real-time transparency and measurable improvements in production thanks to ENLYZE"](https://www.g2.com/survey_responses/enlyze-manufacturing-data-platform-review-11568480)**

**Rating:** 4.5/5.0 stars

_— Frank R._

[Read full review](https://www.g2.com/survey_responses/enlyze-manufacturing-data-platform-review-11568480)

**["Processing machine data made easy - other use cases fulfilled as well"](https://www.g2.com/survey_responses/enlyze-manufacturing-data-platform-review-11681009)**

**Rating:** 4.5/5.0 stars

_— Abdul D._

[Read full review](https://www.g2.com/survey_responses/enlyze-manufacturing-data-platform-review-11681009)

### [Falkonry Insight](https://www.g2.com/products/falkonry-insight/reviews)

Falkonry Insight is an industrial analytics application that can ingest and process huge volumes of time series data to reveal both process and machine anomalies. It allows users to review patterns that deviate from expected behavior, compare signals, diagnose issues and generate reports. This complete overview of the operating environment allows prioritization of issues that will have the most impact on uptime, quality, and yield. Insight's patented AI engine is fully automated and does not require any setup and maintenance effort. Since the AI is able to process ALL available data, Insight is unique in its ability to present you with many more opportunities for finding concerning behavior that could potentially lead to production problems.

**Average Rating:** 4.3/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Falkonry Insight?

- **Dashboards:** 9.2/10 (Category avg: 8.6/10)
- **Aggregation:** 9.2/10 (Category avg: 8.4/10)
- **Propagation:** 9.2/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Falkonry Insight?

- **Seller:** [Falkonry](https://www.g2.com/sellers/falkonry)
- **Year Founded:** 2012
- **HQ Location:** Cupertino, US
- **Twitter:** @falkonry  
412 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e08e84f49cfc81fdcf9d0a83459c35ee335835003dfe3f910462d90ccb1b4ed5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ffalkonry%2F&secure%5Burl_type%5D=linkedin_company_website)  
36 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Large, 50% Medium

#### What Do G2 Reviewers Say About Falkonry Insight?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use and no-code interface** of Falkonry Insight, enhancing operational efficiency and insight generation.
- Users value the **anomaly detection capabilities** of Falkonry Insight for identifying issues early, enhancing efficiency and cost savings.
- Users find the **no-code interface** of Falkonry Insight exceptionally easy to use, enabling swift data-driven insights.
- Users commend the **efficiency** of Falkonry Insight in swiftly detecting anomalies and preventing potential problems in large datasets.
- Users appreciate the **ease of collaboration** with Falkonry Insight, enabling teams to gain insights without specialized skills.

##### Cons

- Users find **complex usability** in Falkonry Insight, requiring significant training and solid data for accurate results.
- Users face **difficult learning** challenges with Falkonry Insight, requiring training for effective use and integration with older systems.

#### What Are Recent G2 Reviews of Falkonry Insight?

**["Effective tool for monitoring operations"](https://www.g2.com/survey_responses/falkonry-insight-review-10738770)**

**Rating:** 4.5/5.0 stars

_— Sunny R._

[Read full review](https://www.g2.com/survey_responses/falkonry-insight-review-10738770)

**["Great product"](https://www.g2.com/survey_responses/falkonry-insight-review-10757633)**

**Rating:** 4.0/5.0 stars

_— Aditya S._

[Read full review](https://www.g2.com/survey_responses/falkonry-insight-review-10757633)

### [IoTFlows](https://www.g2.com/products/iotflows/reviews)

IoTFlows is an AI-powered manufacturing intelligence platform that gives manufacturers real-time visibility into machine performance, production output, and operational efficiency. The platform combines plug-and-play IoT hardware - including SenseAi vibration and acoustics sensors, SenseAi Embedded industrial-grade monitors, and BeamTracker LIDAR-based production counters, with a cloud-based analytics dashboard to help factories reduce downtime, improve OEE, and make data-driven decisions. SenseAi uses artificial intelligence to continuously analyze vibration and acoustic signatures from industrial equipment, automatically detecting machine states, identifying anomalies, and classifying downtime, without requiring PLC integration, wiring, or IT infrastructure changes. The magnetic-mount hardware attaches to machines in minutes and connects via built-in 4G/LTE cellular or Wi-Fi, delivering immediate insights with zero disruption to existing operations. The IoTFlows platform unifies machine monitoring, production tracking, downtime root cause analysis, automated alerting, operator collaboration, and advanced reporting into a single dashboard accessible from any device. Manufacturers use IoTFlows to track OEE, monitor part counts and cycle times, analyze downtime Pareto charts, set shift-based production goals, and manage operations across multiple facilities, all from one place. Trusted by over 100 industrial customers including Delta Air Lines, the U.S. Navy, Siemens, Tesla, Parker Hannifin, Stanley Black & Decker, Textron, and Allegion, IoTFlows delivers an average 35% reduction in downtime with typical ROI payback in under three months.

**Average Rating:** 5.0/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate IoTFlows?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 9.1/10)

#### Who Is the Company Behind IoTFlows?

- **Seller:** [IoTFlows](https://www.g2.com/sellers/iotflows)
- **HQ Location:** Atlanta, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c62a9f81a897c20c767680a2930dec654960d40d4a616934de8bc1475e1da8c2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fiotflows%2F&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Small, 33% Large

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

**["Intuitive Real-Time Monitoring That Delivers ROI Fast"](https://www.g2.com/survey_responses/iotflows-review-13059926)**

**Rating:** 5.0/5.0 stars

_— Paul S._

[Read full review](https://www.g2.com/survey_responses/iotflows-review-13059926)

**["easy to use platform with flexible cloud dash boarding features"](https://www.g2.com/survey_responses/iotflows-review-6913818)**

**Rating:** 5.0/5.0 stars

_— Amir K._

[Read full review](https://www.g2.com/survey_responses/iotflows-review-6913818)

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 ![Nathan Calabrese](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Nathan Calabrese")
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Researched and written by [Nathan Calabrese](https://research.g2.com/insights/author/nathan-calabrese)

Updated October 3, 2024

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

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