# Best IoT Analytics Platforms - Page 3

## How Many IoT Analytics Platforms Products Does G2 Track?

**Total Products under this Category:** 137

### Category Stats (Aug 2026)

- **Average Rating:** 4.41/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** ThingsBoard (+1.88%) - Among all products in this category, ThingsBoard recorded the largest rating increase compared to last month

_Last updated: August 07, 2026_

## How Does G2 Rank IoT Analytics Platforms Products?

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

- 30 Analysts and Data Experts
- 2,400+ Authentic Reviews
- 137+ 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 IoT Analytics Platforms
 ![G2 Grid® for IoT Analytics Platforms plotting products by satisfaction and market presence](https://www.g2.com/categories/iot-analytics-platforms/grids.png?focus%5B%5D=100304&focus%5B%5D=1468175&focus%5B%5D=87705&focus%5B%5D=1195159&focus%5B%5D=169514&focus%5B%5D=40553&focus%5B%5D=52128&focus%5B%5D=87447)

Highlighted products: Insights Hub, TagoIO, Rayven, TRACTIAN, SAP Business Technology Platform, Google Cloud IoT Core, AWS IoT Analytics, and AWS IoT SiteWise.

Underlying data: [Grid® JSON](https://www.g2.com/categories/iot-analytics-platforms/grids.json?focus%5B%5D=siemens-digital-industries-software-insights-hub&focus%5B%5D=tagoio&focus%5B%5D=rayven&focus%5B%5D=tractian-tractian&focus%5B%5D=sap-business-technology-platform&focus%5B%5D=google-cloud-iot-core&focus%5B%5D=aws-iot-analytics&focus%5B%5D=aws-iot-sitewise)

**Sponsored**

### Criteria

Hire to Inspire: Reveal the real potential behind every candidate with science you can trust and AI you can explain. Scientifically validated assessments, structured interviews, and talent development tools built to improve hiring outcomes and designed with your candidates in mind. Criteria is a comprehensive talent management platform designed to enhance talent acquisition and workforce development outcomes. This innovative solution provides organizations with the tools necessary to identify, assess, and nurture the best-fit talent for their specific needs. By integrating advanced candidate assessments and structured interview processes, Criteria enables companies to make informed hiring decisions while fostering a culture of continuous improvement and growth among their teams. With a focus on both pre-hire and post-hire phases, Criteria supports a wide range of use cases, from evaluating candidates to facilitating ongoing employee training and performance management. This holistic approach ensures that organizations not only attract top talent but also retain and develop high-performing teams. Criteria's assessments can be customized to align with specific job requirements, ensuring that the selection process is both relevant and efficient. Additionally, the platform offers structured interview frameworks that guide hiring managers in conducting focused interviews, helping to reduce bias and improve the overall quality of candidate evaluations. Beyond the hiring process, Criteria offers Develop, an innovative post-hire development tool. The platform provides resources for ongoing employee engagement and professional development, thanks to 24/7 AI-driven coaching. By leveraging data-driven insights, organizations can identify areas for improvement and enhance employee skills and productivity. This continuous feedback loop not only boosts individual performance but also contributes to the overall success of the organization. Criteria's comprehensive suite of tools empowers organizations to unlock the full potential of their workforce, ensuring that they not only hire the right talent but also cultivate an environment where employees can thrive and contribute to long-term success.

[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=1772&secure%5Bchosen_at%5D=2026-08-11T19%3A06%3A33Z&secure%5Bdisplayable_resource_id%5D=261&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=21088&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=21088&secure%5Bresource_id%5D=1772&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fiot-analytics-platforms%3FhsCtaTracking%3D79cb6603-0a3c-4f76-80de-4873f5de7bf2%257C7e9b38e5-69c4-4158-924c-c5e30004be39%26page%3D3&secure%5Btoken%5D=43280b5cf5f19ca12835f53ea8acd44c066f6bdd2494e5562d4b6c9e620e480e&secure%5Burl%5D=https%3A%2F%2Finfo.criteriacorp.com%2Fvideo-interviewing-demo-request%2F%3Futm_medium%3Dpaid_social%26utm_source%3Dg2&secure%5Burl_type%5D=custom_url)

### [FLiQ](https://www.g2.com/products/fliq/reviews)

FliQ is a modular production process management and data visualization platform for manufacturing and assembling industries.

**Average Rating:** 4.1/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate FLiQ?

- **Ease of Use:** 8.8/10 (Category avg: 8.9/10)
- **Quality of Support:** 8.8/10 (Category avg: 8.9/10)

#### Who Is the Company Behind FLiQ?

- **Seller:** [Fliq](https://www.g2.com/sellers/fliq)
- **Year Founded:** 2013
- **HQ Location:** Vaasa, FI
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3bc42fb73fb274103fa90f8a69eb1e28fb61bb8af45422f56ca9cb9d9ad8b7fe&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ffliqoy%2F&secure%5Burl_type%5D=linkedin_company_website)  
16 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 75% Medium, 25% Large

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

**["Elevated production rates and company efficiency"](https://www.g2.com/survey_responses/fliq-review-10351067)**

**Rating:** 4.0/5.0 stars

_— Michelle C._

[Read full review](https://www.g2.com/survey_responses/fliq-review-10351067)

**["Impactful production management platform"](https://www.g2.com/survey_responses/fliq-review-9935772)**

**Rating:** 4.0/5.0 stars

_— Roman Y._

[Read full review](https://www.g2.com/survey_responses/fliq-review-9935772)

### [Foghub](https://www.g2.com/products/foghub/reviews)

IT-OT Integration, Manufacturing Data Engineering, Edge Analytics, Edge Intelligence, and Fog Computing Platform Foghub is an IT-OT Integration, Manufacturing Data Engineering, Edge Analytics, Edge Intelligence, Operational Intelligence and Fog Computing Platform for manufacturing organizations and original equipment manufacturers. Foghub acts as a perfect machine connectivity, data integration and data engineering platform by automating collection & analysis of machine data, offering real time intelligence, operational alerts by data engineering, transformations, advanced edge analytics, ML and deep learning. Foghub focuses on basics of achieving true digital transformation. Helps make the most of the manufacturing (asset/process) or operations data, by transforming, feeding/loading the data directly, in the most relevant format and at the right time (with out of the box connectivity) to most popular ERP Systems, Cloud Databases, Big data analytics software & BI platforms. Helps offer offer meaningful and relevant insights to various stakeholders as per their needs.

**Average Rating:** 4.8/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate Foghub?

- **Ease of Use:** 10.0/10 (Category avg: 8.9/10)
- **Quality of Support:** 9.6/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Foghub?

- **Seller:** [Foghub](https://www.g2.com/sellers/foghub)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 75% Medium, 25% Small

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

**["Foghub-Data Analysis in a second"](https://www.g2.com/survey_responses/foghub-review-9517969)**

**Rating:** 5.0/5.0 stars

_— Vishal A._

[Read full review](https://www.g2.com/survey_responses/foghub-review-9517969)

**["best data Analytics tools"](https://www.g2.com/survey_responses/foghub-review-9517946)**

**Rating:** 5.0/5.0 stars

_— Lokesh S._

[Read full review](https://www.g2.com/survey_responses/foghub-review-9517946)

### [Guidewheel](https://www.g2.com/products/guidewheel/reviews)

Guidewheel is on a mission to empower all the world’s factories to reach sustainable peak performance. Inspired by the simple, universal truth that every machine on the factory floor has a power cord, our plug-and-play FactoryOps platform makes the power of the cloud accessible to any factory. Guidewheel clips onto any machine to turn its real-time “heartbeat” into a connected, actively learning system that empowers teams to reduce lost production time, increase throughput, and perform better and better over time. At Guidewheel we work with the factories that are the backbone of our economy, and you can have a real, on-the-ground impact right away. We have strong momentum and alignment around our mission, investor support, and a culture that values diversity, growth mindset, and results. And the tight link between our mission and our business model means that reaching more of the world’s 10 million factories accelerates our positive impact on the planet. With backing from Greycroft, Breakthrough Energy Ventures, and other top investors, we're opening up a number of exciting opportunities to lead and have a real, immediate impact on both our growing team and the factories that are the backbone of the economy.

**Average Rating:** 4.7/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate Guidewheel?

- **Ease of Use:** 9.7/10 (Category avg: 8.9/10)
- **Quality of Support:** 9.8/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Guidewheel?

- **Seller:** [Guidewheel](https://www.g2.com/sellers/guidewheel)
- **Company Website:** go.guidewheel.com
- **Year Founded:** 2018
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1cac6d81c9d602cf4d6d08da4e4c10a78dabc79e6d05795b3bb96c86fe867e30&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fguidewheel&secure%5Burl_type%5D=linkedin_company_website)  
101 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 73% Medium, 18% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **excellent customer support** offered by Guidewheel, enhancing their experience and resolving issues efficiently.
- Users find Guidewheel's **ease of use** and installation exceptional, enhancing their ability to track and interpret data effectively.
- Users value the **remote tracking capabilities** of Guidewheel, enhancing operational efficiency and communication in their facilities.
- Users highlight the **remote tracking efficiency** of Guidewheel, enhancing machine management and operational oversight seamlessly.
- Users find the **automation capabilities** of Guidewheel invaluable for tracking, troubleshooting, and managing work assignments efficiently.

##### Cons

- Users find the **complex usability** of Guidewheel challenging, with issues in order details and graphic report exports.
- Users report **confusion** due to missing item descriptions and graphic reports lacking displayed values when printed or exported.
- Users face **export issues** with Guidewheel, as graphic reports fail to show values when printed or exported.
- Users express frustration over **poor reporting** , as item descriptions are missing and graphic reports lack visible graph values.

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

**["Accessible, Cost-Effective OEE Data Without Complex PLC Integrations"](https://www.g2.com/survey_responses/guidewheel-review-12993832)**

**Rating:** 5.0/5.0 stars

_— Chase B._

[Read full review](https://www.g2.com/survey_responses/guidewheel-review-12993832)

**["Simple to Install, Cost-Effective, and Always Improving"](https://www.g2.com/survey_responses/guidewheel-review-13021724)**

**Rating:** 5.0/5.0 stars

_— T S._

[Read full review](https://www.g2.com/survey_responses/guidewheel-review-13021724)

### [AT&T IoT Platform](https://www.g2.com/products/at-t-iot-platform/reviews)

Fully managed cloud services and connectivity for IoT solution developers

**Average Rating:** 3.7/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate AT&T IoT Platform?

- **Ease of Use:** 8.3/10 (Category avg: 8.9/10)
- **Quality of Support:** 8.9/10 (Category avg: 8.9/10)

#### Who Is the Company Behind AT&T IoT Platform?

- **Seller:** [AT&T Inc.](https://www.g2.com/sellers/at-t-inc)
- **Year Founded:** 1876
- **HQ Location:** Dallas, TX
- **Twitter:** @ATT  
876,351 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2fa4728477e8f8786d022d545a2466f49f7092896c35eae9774ae10aa4074034&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fatt%2F&secure%5Burl_type%5D=linkedin_company_website)  
190,948 employees on LinkedIn®
- **Ownership:** NYSE: T

#### Who Uses This Product?

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

#### What Are Recent G2 Reviews of AT&T IoT Platform?

**["Platform that facilitates communications under a global scheme"](https://www.g2.com/survey_responses/at-t-iot-platform-review-843004)**

**Rating:** 4.5/5.0 stars

_— Verified User in Higher Education_

[Read full review](https://www.g2.com/survey_responses/at-t-iot-platform-review-843004)

**["Administration Associate "](https://www.g2.com/survey_responses/at-t-iot-platform-review-844986)**

**Rating:** 4.0/5.0 stars

_— Thanya D._

[Read full review](https://www.g2.com/survey_responses/at-t-iot-platform-review-844986)

#### What Are G2 Users Discussing About AT&T IoT Platform?

- [What is AT&T IoT Platform used for?](https://www.g2.com/discussions/what-is-at-t-iot-platform-used-for)

### [Bosch IoT Suite](https://www.g2.com/products/bosch-iot-suite/reviews)

Make the IoT the backbone of your business success! Connected products and services combined with continuous data-driven improvements and Artificial Intelligence (AI) capabilities will shape your value creation process. Bosch IoT Suite is made for these requirements: as an open, flexible, and scalable solution, it benefits both your own and your customers’ business models. Bosch IoT Suite gives you maximum freedom of choice to manage your customized IoT applications in line with existing routines, processes, and data. Profit from the high Bosch security standards and our long-term experience in different business domains. We will be happy to support you in optimizing and expanding your business ideas and IoT projects. Today, Bosch IoT Suite already connects more than 15 million devices, and counting.

**Average Rating:** 4.3/5.0

**Total Reviews:** 10

#### How Do G2 Users Rate Bosch IoT Suite?

- **Ease of Use:** 8.1/10 (Category avg: 8.9/10)
- **Quality of Support:** 7.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Bosch IoT Suite?

- **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:** 50% Large, 30% Medium

#### What Are Recent G2 Reviews of Bosch IoT Suite?

**["It’s a very helpful tool."](https://www.g2.com/survey_responses/bosch-iot-suite-review-8529054)**

**Rating:** 4.5/5.0 stars

_— Gustavo F._

[Read full review](https://www.g2.com/survey_responses/bosch-iot-suite-review-8529054)

**["Excellent"](https://www.g2.com/survey_responses/bosch-iot-suite-review-8562804)**

**Rating:** 4.5/5.0 stars

_— Srabani H._

[Read full review](https://www.g2.com/survey_responses/bosch-iot-suite-review-8562804)

#### What Are G2 Users Discussing About Bosch IoT Suite?

- [What is Bosch IoT Suite used for?](https://www.g2.com/discussions/what-is-bosch-iot-suite-used-for)

### [C3 Sensor Health](https://www.g2.com/products/c3-sensor-health/reviews)

Ensure the operational health and optimal deployment of IoT sensor devices with machine learning

**Average Rating:** 3.8/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate C3 Sensor Health?

- **Ease of Use:** 8.3/10 (Category avg: 8.9/10)
- **Quality of Support:** 8.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind C3 Sensor Health?

- **Seller:** [C3.ai](https://www.g2.com/sellers/c3-ai)
- **Year Founded:** 2009
- **HQ Location:** Redwood City, CA
- **Twitter:** @C3IoT  
76 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f8f010bf04be88ec1f738e4a3ae7d54f3a1f5e76533def7de9011ee93f7fd6b2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fc3-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,049 employees on LinkedIn®

#### Who Uses This Product?

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

#### What Are Recent G2 Reviews of C3 Sensor Health?

**["C3 Sensor Health is a software which made connecting iOT with applications very easy."](https://www.g2.com/survey_responses/c3-sensor-health-review-7309777)**

**Rating:** 4.0/5.0 stars

_— Madhav Z._

[Read full review](https://www.g2.com/survey_responses/c3-sensor-health-review-7309777)

**["Easy tool to monitor the health of sensors across devices"](https://www.g2.com/survey_responses/c3-sensor-health-review-7283393)**

**Rating:** 4.5/5.0 stars

_— Verified User in Hospital & Health Care_

[Read full review](https://www.g2.com/survey_responses/c3-sensor-health-review-7283393)

### [Cisco Spaces](https://www.g2.com/products/cisco-spaces/reviews)

Cisco Spaces is a cloud platform that connects people & things with spaces to transform buildings into smart spaces. Using the power of Cisco devices as sensors (Catalyst, Meraki, Webex) and the Spaces ecosystem, the platform aims to make buildings safe, smart, sustainable, and seamless. Cisco Spaces harnesses the power of Cisco hardware and sensors (Catalyst, Meraki, Webex) making buildings safe, smart and sustainable with seamless people experiences.

**Average Rating:** 4.5/5.0

**Total Reviews:** 13

#### How Do G2 Users Rate Cisco Spaces?

- **Ease of Use:** 8.7/10 (Category avg: 8.9/10)
- **Quality of Support:** 9.5/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Cisco Spaces?

- **Seller:** [Cisco](https://www.g2.com/sellers/cisco)
- **Year Founded:** 1984
- **HQ Location:** San Jose, CA
- **Twitter:** @Cisco  
720,366 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=476aeabc5a712d049453edd5c54ea0318890d9e60d93782e37fe028224df1cbd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcisco%2F&secure%5Burl_type%5D=linkedin_company_website)  
95,545 employees on LinkedIn®
- **Ownership:** NASDAQ:CSCO

#### Who Uses This Product?

- **Company Size:** 62% Small, 23% Medium

#### What Are Recent G2 Reviews of Cisco Spaces?

**["Easy Insights with Real-Time Location Analytics"](https://www.g2.com/survey_responses/cisco-spaces-review-9804307)**

**Rating:** 4.5/5.0 stars

_— Verified User in Telecommunications_

[Read full review](https://www.g2.com/survey_responses/cisco-spaces-review-9804307)

**["CMX Review"](https://www.g2.com/survey_responses/cisco-spaces-review-7543016)**

**Rating:** 4.5/5.0 stars

_— NATALIA C._

[Read full review](https://www.g2.com/survey_responses/cisco-spaces-review-7543016)

#### What Are G2 Users Discussing About Cisco Spaces?

- [What is CMX network?](https://www.g2.com/discussions/what-is-cmx-network)
- [What is CMX Engage?](https://www.g2.com/discussions/what-is-cmx-engage)
- [What is Cisco CMX used for?](https://www.g2.com/discussions/what-is-cisco-cmx-used-for)
- [What are three features of Cisco CMX?](https://www.g2.com/discussions/what-are-three-features-of-cisco-cmx)

### [Knowi](https://www.g2.com/products/knowi/reviews)

Knowi is an end-to-end AI-powered analytics platform designed for modern data, enabling enterprises of all sizes to dramatically accelerate the journey from raw data to actionable insights. With native integration to virtually any data source—including SQL, NoSQL (MongoDB, Elasticsearch, InfluxDB), REST APIs, cloud databases, and documents—Knowi eliminates the need for complex data transformation processes required by alternative solutions. Data teams can integrate, blend, visualize, and analyze data from any source 10X faster, all within a single platform. They can then leverage AI to uncover insights, embed analytics into applications, share dashboards with business users, and automate reporting.

**Average Rating:** 4.9/5.0

**Total Reviews:** 28

#### How Do G2 Users Rate Knowi?

- **Ease of Use:** 9.0/10 (Category avg: 8.9/10)
- **Quality of Support:** 9.7/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Knowi?

- **Seller:** [Knowi](https://www.g2.com/sellers/knowi)
- **Year Founded:** 2015
- **HQ Location:** Oakland, California
- **Twitter:** @knowico  
2,636 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=61ad6fa1581f1b8c0daf229ae53df829f1526520a28e14f74ac3121af71ff6d6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3675224%2F&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 46% Small, 39% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise Knowi's **exceptional customer support** , highlighting quick responses and tailored assistance throughout their onboarding process.
- Users commend Knowi for its **exceptional onboarding experience** , ensuring a seamless transition and tailored guidance for success.
- Users appreciate the **AI-driven analytics** of Knowi, enhancing data connections and reporting with proactive support.
- Users value the **automation capabilities** of Knowi, streamlining reporting and drastically reducing manual data management efforts.
- Users value the **ease of use** of Knowi, appreciating intuitive dashboards and excellent onboarding support for a quick start.

##### Cons

- Users find the **learning curve steep** , especially for advanced features and complex data integration with Knowi.
- Users find a **lack of guidance** for API connections challenging, making initial setup time-consuming with Knowi.
- Users feel the **lack of tutorials** for API connections in Knowi makes initial setup time-consuming and challenging.

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

**["Intuitive Dashboarding with Exceptional Support"](https://www.g2.com/survey_responses/knowi-review-12378559)**

**Rating:** 5.0/5.0 stars

_— Jose D._

[Read full review](https://www.g2.com/survey_responses/knowi-review-12378559)

**["One analytics layer across our SQL and NoSQL data and now Al our customers can use"](https://www.g2.com/survey_responses/knowi-review-13186089)**

**Rating:** 5.0/5.0 stars

_— Michael S._

[Read full review](https://www.g2.com/survey_responses/knowi-review-13186089)

### [MODE](https://www.g2.com/products/mode/reviews)

Full-featured IoT cloud platform helping connect your devices.

**Average Rating:** 4.2/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate MODE?

- **Ease of Use:** 9.4/10 (Category avg: 8.9/10)
- **Quality of Support:** 7.2/10 (Category avg: 8.9/10)

#### Who Is the Company Behind MODE?

- **Seller:** [MODE](https://www.g2.com/sellers/mode-2e62e24b-9564-43e7-a6ef-48c59d784f20)
- **Year Founded:** 2014
- **HQ Location:** San Mateo, US
- **Twitter:** @tinkermode  
197 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=35b4540bd3613824055f760d0ea5744a820855a84209c4d64afa3eedb819cf5b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmode-inc-%2F&secure%5Burl_type%5D=linkedin_company_website)  
56 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["User friendly"](https://www.g2.com/survey_responses/mode-review-5329149)**

**Rating:** 4.5/5.0 stars

_— JAYAKUMAR M._

[Read full review](https://www.g2.com/survey_responses/mode-review-5329149)

**["Great experience. Easy to use platform & tool"](https://www.g2.com/survey_responses/mode-review-6754105)**

**Rating:** 4.5/5.0 stars

_— Rahul R._

[Read full review](https://www.g2.com/survey_responses/mode-review-6754105)

### [Apache iota](https://www.g2.com/products/apache-iota/reviews)

Apache iota is an effort undergoing incubation at Apache Software Foundation (ASF), sponsored by the Incubator.

**Average Rating:** 3.5/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Apache iota?

- **Ease of Use:** 9.2/10 (Category avg: 8.9/10)
- **Quality of Support:** 9.2/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Apache iota?

- **Seller:** [The Apache Software Foundation](https://www.g2.com/sellers/the-apache-software-foundation)
- **Year Founded:** 1999
- **HQ Location:** Wakefield, MA
- **Twitter:** @TheASF  
66,168 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b8484c4bb31e87bc0ba9e683d86f2af14309539343a063507c88bcdcff98434d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F215982%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,470 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Apache iota?

**["Impossible to secure"](https://www.g2.com/survey_responses/apache-iota-review-999756)**

**Rating:** 4.0/5.0 stars

_— Jake S._

[Read full review](https://www.g2.com/survey_responses/apache-iota-review-999756)

#### What Are G2 Users Discussing About Apache iota?

- [What is Apache iota used for?](https://www.g2.com/discussions/what-is-apache-iota-used-for)

### [BellaDati](https://www.g2.com/products/belladati/reviews)

Agile analytics and reporting tool, which enables business users to make informed decisions from real-time business data

**Average Rating:** 3.5/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate BellaDati?

- **Ease of Use:** 8.3/10 (Category avg: 8.9/10)
- **Quality of Support:** 9.4/10 (Category avg: 8.9/10)

#### Who Is the Company Behind BellaDati?

- **Seller:** [BellaDati](https://www.g2.com/sellers/belladati)
- **Year Founded:** 2013
- **HQ Location:** Singapore, SG
- **Twitter:** @BellaDati  
291 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a8c0b2fb1a7af97cde8ee3cc32fae3dbe059ce3c255d9401459e101f85c5f559&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbelladati&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®
- **Phone:** 866-668-0180

#### Who Uses This Product?

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

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

**["Very powerful BI tool at a fraction of the cost."](https://www.g2.com/survey_responses/belladati-review-412356)**

**Rating:** 4.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/belladati-review-412356)

**["BellaDati IOT"](https://www.g2.com/survey_responses/belladati-review-5320786)**

**Rating:** 5.0/5.0 stars

_— Bobby Chakravarthy B._

[Read full review](https://www.g2.com/survey_responses/belladati-review-5320786)

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

- [What is BellaDati used for?](https://www.g2.com/discussions/what-is-belladati-used-for)

### [DevicePilot](https://www.g2.com/products/devicepilot/reviews)

Powerful, out-of-the-box IoT analytics, no matter your connected product or platform. Get analytics then dashboards on your IoT data in minutes meaning faster deployments, happy customers and quicker returns from your IoT projects.

**Average Rating:** 4.3/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate DevicePilot?

- **Ease of Use:** 8.3/10 (Category avg: 8.9/10)
- **Quality of Support:** 8.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind DevicePilot?

- **Seller:** [DevicePilot](https://www.g2.com/sellers/devicepilot)
- **Year Founded:** 2013
- **HQ Location:** London, GB
- **Twitter:** @devicepilot  
709 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9531340e29cd75a0169cd050c546d9dd19b11dcbe1f7464c51a825afe30c194e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdevicepilot%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 75% Small, 25% Medium

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

**["DevicePilot Review"](https://www.g2.com/survey_responses/devicepilot-review-7260291)**

**Rating:** 5.0/5.0 stars

_— Priscilla J._

[Read full review](https://www.g2.com/survey_responses/devicepilot-review-7260291)

**["Robust service management platform with good risk handling workflows"](https://www.g2.com/survey_responses/devicepilot-review-7316515)**

**Rating:** 4.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/devicepilot-review-7316515)

### [EnrichAI](https://www.g2.com/products/enrichai/reviews)

EnrichAI is a cloud based data analytics platform to help industries derive value from the data generated by sensors attached to equipment.

**Average Rating:** 3.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate EnrichAI?

- **Ease of Use:** 7.5/10 (Category avg: 8.9/10)
- **Quality of Support:** 7.5/10 (Category avg: 8.9/10)

#### Who Is the Company Behind EnrichAI?

- **Seller:** [EnrichAI](https://www.g2.com/sellers/enrichai)
- **Year Founded:** 2016
- **HQ Location:** Gurgaon, IN
- **Twitter:** @EnrichAI  
16 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8455368ce6e281069dc08629486a9df7ab07093812bea2ac49c22ee4fbdbc5c8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fenrichai&secure%5Burl_type%5D=linkedin_company_website)  
8 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["An affordable and trustworthy app for CV"](https://www.g2.com/survey_responses/enrichai-review-7724214)**

**Rating:** 4.5/5.0 stars

_— Arvind K._

[Read full review](https://www.g2.com/survey_responses/enrichai-review-7724214)

### [I-care Group](https://www.g2.com/products/i-care-group/reviews)

I-care Group is a global provider of predictive maintenance and industrial reliability solutions, helping organizations improve asset performance, reduce unplanned downtime, and make maintenance decisions with greater confidence. Founded in Belgium in 2004, I-care combines deep reliability expertise with advanced technologies to monitor hundreds of thousands of industrial machines worldwide. At the core of I-care’s offering is a complete predictive maintenance ecosystem that brings together connected hardware, AI-powered software, and expert services. Its Wi-care™ wireless vibration sensors are designed for industrial machine monitoring and support efficient data collection across critical assets. These sensors help maintenance and reliability teams gain continuous visibility into equipment health while reducing the complexity often associated with large-scale monitoring deployments. I-care’s AI-powered platform, I-see™, centralizes insights from multiple predictive maintenance techniques and integrates seamlessly with I-care solutions as well as third-party systems through an open API. By gathering and analyzing condition-monitoring data, I-see™ helps anticipate potential equipment failures months in advance and provides actionable insights that can be used to optimize maintenance planning, improve reliability, and support more informed operational decisions. With more than 1,000 employees, 36 offices across 16 countries, and activities spanning Asia-Pacific, EMEA, and the United States, I-care delivers predictive maintenance and reliability expertise to clients in more than 55 countries. Its global footprint allows the company to support industrial organizations across regions while maintaining strong local service capabilities. I-care’s work has been recognized through multiple innovation and reliability awards, including ADM’s 2024 Supplier Award for reliability services, the Factory Innovation Award at Hannover Messe, and the 2025 Solutions Award at The Reliability Conference. Through its combination of technology, expertise, and global service delivery, I-care supports industrial companies in transforming maintenance from a reactive function into a proactive driver of performance, reliability, and operational resilience.

**Average Rating:** 4.3/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate I-care Group?

- **Ease of Use:** 8.3/10 (Category avg: 8.9/10)
- **Quality of Support:** 9.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind I-care Group?

- **Seller:** [I-care Group](https://www.g2.com/sellers/i-care-group)
- **Year Founded:** 2004
- **HQ Location:** Mons, Walloon Region, Belgium
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0d3465f35e5c1a97c10ccad3ef8b242deafb867bf761f411a3c7384a590feed7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ficaregroup&secure%5Burl_type%5D=linkedin_company_website)  
800 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 80% Medium, 20% Large

#### What Are Recent G2 Reviews of I-care Group?

**["Highly Responsive Support and a True Partnership with I-Care"](https://www.g2.com/survey_responses/i-care-group-review-13121464)**

**Rating:** 4.5/5.0 stars

_— Ben E._

[Read full review](https://www.g2.com/survey_responses/i-care-group-review-13121464)

**["Leading predictive maintenance, proprietary technology, and excellent technical support"](https://www.g2.com/survey_responses/i-care-group-review-13142873)**

**Rating:** 5.0/5.0 stars

_— Francisco G._

[Read full review](https://www.g2.com/survey_responses/i-care-group-review-13142873)

### [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?

- **Ease of Use:** 9.4/10 (Category avg: 8.9/10)
- **Quality of Support:** 10.0/10 (Category avg: 8.9/10)

#### 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?

**["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)

**["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)

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[Browse IoT Analytics Platforms Themes](/categories/iot-analytics-platforms/themes)

 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated October 3, 2024

IoT analytics platforms allows businesses to analyze and visualize sensor data from internet-connected devices. IoT analytics platofrms are used to understand the continuous stream of structured, unstructured, and time series data produced by connected devices, so that businesses can understand historical data and predict future outcomes. Companies may utilize IoT analytics solutions to track the performance of machinery, provide predictive maintenance recommendations, and better understand unique data related to their devices such as temperature, motion, and sound. Data analysts can use IoT analytics platforms to prepare, filter, transform, and drill into sensor data, the same way they would analyze structured data with a [business intelligence platform](https://www.g2.com/categories/business-intelligence-platforms).

To qualify for inclusion in the IoT Analytics Platforms category, a product must:

- Consume data directly from internet-connected devices, sensors, and time series databases
- Support data modeling, blending, and discovery
- Allow users to drill down into the data with interactive visualization
- Create reports and visualizations based on the data

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