Best IoT Analytics Platforms - Page 3

How Many IoT Analytics Platforms Products Does G2 Track?

Total Products under this Category: 144

Category Stats (Sep 2026)

  • Average Rating: 4.41/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Elastic Observability (+0.45%) - Among all products in this category, Elastic Observability recorded the largest rating increase compared to last month

Last updated: September 05, 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
  • 144+ 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

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

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-sitewise&focus%5B%5D=aws-iot-analytics)

FLiQ

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
  • Year Founded: 2013
  • HQ Location: Vaasa, FI
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Medium, 25% Large

What Are Recent G2 Reviews of FLiQ?

Foghub

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?

Who Uses This Product?

  • Company Size: 75% Medium, 25% Small

What Are Recent G2 Reviews of Foghub?

Guidewheel

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
  • Company Website:
  • Year Founded: 2018
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    99 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 praise the excellent customer support of Guidewheel, making it easy to address issues and enhance productivity.
  • Users find Guidewheel's ease of installation and intuitive interface enhance productivity and streamline processes effectively.
  • Users value the remote tracking capabilities of Guidewheel, enabling efficient monitoring of machine performance and maintenance.
  • Users value the remote tracking efficiency of Guidewheel, enhancing oversight and management of production processes seamlessly.
  • Users value the automation capabilities of Guidewheel, enhancing tracking and efficiency with excellent support and real-time insights.
Cons
  • Users report complex usability issues with Guidewheel, especially concerning item descriptions and graphic report functionality.
  • Users experience confusion due to missing item descriptions and issues with graphic report values in Guidewheel.
  • Users face export issues with Guidewheel, as reports lack graph values when printed or exported, causing confusion.
  • Users experience issues with poor reporting, as item descriptions are missing and exported reports lack vital graph values.

What Are Recent G2 Reviews of Guidewheel?

AT&T IoT Platform

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.
  • Year Founded: 1876
  • HQ Location: Dallas, TX
  • Twitter: @ATT
    876,351 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    195,339 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?

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

Bosch IoT Suite

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
  • HQ Location: Berlin, DE
  • Twitter: @BoschGlobal
    240,810 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    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?

What Are G2 Users Discussing About Bosch IoT Suite?

C3 Sensor Health

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
  • Year Founded: 2009
  • HQ Location: Redwood City, CA
  • Twitter: @C3IoT
    76 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,049 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Small, 25% Medium

What Are Recent G2 Reviews of C3 Sensor Health?

Cisco Spaces

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
  • Year Founded: 1984
  • HQ Location: San Jose, CA
  • Twitter: @Cisco
    720,366 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    95,294 employees on LinkedIn®
  • Ownership: NASDAQ:CSCO

Who Uses This Product?

  • Company Size: 62% Small, 23% Medium

What Are Recent G2 Reviews of Cisco Spaces?

What Are G2 Users Discussing About Cisco Spaces?

IoTFlows

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: 4

How Do G2 Users Rate IoTFlows?

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

Who Is the Company Behind IoTFlows?

Who Uses This Product?

  • Company Size: 75% Small, 25% Large

What Are Recent G2 Reviews of IoTFlows?

Knowi

Knowi is the Agentic Analytics Platform. It unifies data from anywhere, adds a governed semantic layer, and deploys AI agents that analyze, monitor, and act on live business data. Traditional BI tools bolt AI onto dashboards. Knowi was built AI-first. The semantic layer defines your metrics, dimensions, and business logic once across every source, so dashboards, queries, and AI agents all reason from the same source of truth. Agents then run continuously: they monitor KPIs, detect anomalies, investigate root causes, and alert your team without anyone opening a dashboard. Connect 70+ sources natively: SQL, NoSQL (MongoDB, Elasticsearch, InfluxDB), REST APIs, cloud warehouses, SaaS applications, and documents. Query and join across them live, with no ETL and no data movement, so teams go from raw data to answers 10X faster. What you get - Semantic layer: governed metric and business-logic definitions across every source - Agentic AI: autonomous monitoring, anomaly detection, root-cause analysis, natural language analytics, AI-generated dashboards - Multi-source analytics: SQL + NoSQL + APIs + docs in one query, no warehouse required - Embedded analytics: white-labeled, multi-tenant dashboards with row-level security inside your own product - Knowi Apps: dashboards inform, apps let you act. Turn a plain-English workflow into a governed web app so users investigate, decide, and take the next step without leaving the experience - Private AI and deployment control: cloud, on-premise, or hybrid. Bring your own LLM, or run Knowi Private AI so no third-party model ever sees your data Enterprise-grade by default: SOC 2 Type II, HIPAA, GDPR, SSO, role-based access, encryption in transit and at rest, full audit logging. Trusted by teams at Lockheed Martin, Verizon, Tata, Paramount, Infosys, and Autodesk. Teams can connect their first sources and build live dashboards within days, not quarters.

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
  • Year Founded: 2015
  • HQ Location: Oakland, California
  • Twitter: @knowico
    2,636 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    23 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 value the exceptional customer support at Knowi, appreciating their responsiveness and tailored guidance throughout the onboarding process.
  • Users commend Knowi for its exceptional onboarding and proactive support, enhancing business growth and adapting to unique needs.
  • Users highlight Knowi's exceptional AI capabilities that enhance data analytics and reporting, ensuring a tailored experience.
  • Users appreciate the automation capabilities of Knowi, greatly simplifying data management and enhancing reporting efficiency.
  • Users appreciate the intuitive dashboarding features of Knowi, which simplify data management and save valuable time.
Cons
  • Users find the learning curve steep for Knowi, making initial setup challenging for advanced features and API connections.
  • Users feel there is a lack of guidance for API connections with popular platforms, complicating initial setup.
  • Users find a lack of tutorials for API connections, leading to a challenging setup experience with Knowi.

What Are Recent G2 Reviews of Knowi?

MODE

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
  • Year Founded: 2014
  • HQ Location: San Mateo, US
  • Twitter: @tinkermode
    197 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    56 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Large, 33% Medium

What Are Recent G2 Reviews of MODE?

Apache iota

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?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Apache iota?

What Are G2 Users Discussing About Apache iota?

BellaDati

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
  • Year Founded: 2013
  • HQ Location: Singapore, SG
  • Twitter: @BellaDati
    291 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    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?

What Are G2 Users Discussing About BellaDati?

DevicePilot

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
  • Year Founded: 2013
  • HQ Location: London, GB
  • Twitter: @devicepilot
    709 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 75% Small, 25% Medium

What Are Recent G2 Reviews of DevicePilot?

EnrichAI

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
  • Year Founded: 2016
  • HQ Location: Gurgaon, IN
  • Twitter: @EnrichAI
    16 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of EnrichAI?

I-care Group

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
  • Year Founded: 2004
  • HQ Location: Mons, Walloon Region, Belgium
  • LinkedIn® Page: www.linkedin.com
    800 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 80% Medium, 20% Large

What Are Recent G2 Reviews of I-care Group?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 3, 2024