# Best Machine Learning Software - Page 12

## How Many Machine Learning Software Products Does G2 Track?

**Total Products under this Category:** 475

### Category Stats (Aug 2026)

- **Average Rating:** 4.33/5 (↓0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Fireworks AI (+7.87%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month

_Last updated: August 06, 2026_

## How Does G2 Rank Machine Learning Software Products?

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

- 30 Analysts and Data Experts
- 16,200+ Authentic Reviews
- 475+ 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 Machine Learning Software
 ![G2 Grid® for Machine Learning Software plotting products by satisfaction and market presence](https://www.g2.com/categories/machine-learning/grids.png?focus%5B%5D=21469&focus%5B%5D=1327283&focus%5B%5D=1308795&focus%5B%5D=1311098&focus%5B%5D=87432&focus%5B%5D=67046&focus%5B%5D=989&focus%5B%5D=7150)

Highlighted products: Gemini Enterprise Agent Platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Amazon Personalize, Google Cloud TPU, Alteryx, and Dataiku.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=alteryx&focus%5B%5D=dataiku)

**Sponsored**

### EZO

EZO is a cloud-based Enterprise Asset Management (EAM) platform with a built-in CMMS, designed to help mid-market and enterprise teams run asset operations with control and visibility. Established in 2011, EZO is built for equipment-centric organizations and brings asset planning, tracking, movement, and maintenance into a single system so teams know what they have, where it is, and whether it’s ready for use. The EZO Core Enterprise Asset Management Platform is designed as a command center for teams that run equipment-centric operations, allowing them to efficiently track and maintain their mission-critical assets. With barcode, QR code, and RFID scanning, teams can manage checkouts, transfers, and custody across locations with full accountability. Automated workflows, approvals, and real-time alerts reduce manual work and help standardize operations at scale. Dashboards and customizable reporting provide a single source of truth for availability, utilization, movement history, and loss prevention, accessible from anywhere for faster decisions. EZO helps enterprises keep critical assets visible, ready, and available without operational slowdowns. The platform simplifies the check-in and check-out processes, making it easier for teams to manage asset movements in real-time. The built-in CMMS (Computerized Maintenance Management System) add-on transforms maintenance operations from reactive to proactive. EZO’s native CMMS enables preventive maintenance, work order management, and complete service history tracking and helps teams to minimize downtime, extend asset life, and stay audit-ready. Organizations can benefit from improved reliability and efficiency in their maintenance processes, leading to better resource allocation and reduced operational disruptions. Overall, EZO is designed to empower enterprise organizations by enhancing their asset management and intelligence capabilities. It is built for organizations where asset availability directly impacts mission-critical operations. It helps mid-market and growing enterprise teams keep equipment visible, controlled, and always ready for the next job.

[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=684&secure%5Bchosen_at%5D=2026-08-07T04%3A54%3A02Z&secure%5Bdisplayable_resource_id%5D=1631&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=7962&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=7962&secure%5Bresource_id%5D=684&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fmachine-learning%3F8b09db95_page%3D12%26c1254c7c_page%3D2%26page%3D12&secure%5Btoken%5D=c4a3491367f15622477e1a4283d9493a19c9f4e44b8303586538f1545923c05a&secure%5Burl%5D=https%3A%2F%2Fezo.io%2Fezofficeinventory%2F%3Futm_source%3Dpaid_advertising%26utm_medium%3Dg2%26utm_campaign%3Dg2-clicks&secure%5Burl_type%5D=custom_url)

### [NextBrain AI](https://www.g2.com/products/nextbrain-ai/reviews)

NextBrain AI is a No-Code Machine Learning platform for anyone who loves data. Advanced data analytics. It is a web-based and Google Sheets platform, that helps data analyst to access Machine Learning techniques easily, and data scientists automate and deliver faster solutions to the problems they are facing. Help businesses to focus only on what really matters and increase their ROI!

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate NextBrain AI?

- **Ease of Use:** 6.7/10 (Category avg: 8.5/10)
- **Quality of Support:** 8.3/10 (Category avg: 8.4/10)

#### Who Is the Company Behind NextBrain AI?

- **Seller:** [Softpoint Consultores](https://www.g2.com/sellers/softpoint-consultores)
- **Year Founded:** 2007
- **HQ Location:** Madrid, ES
- **Twitter:** @Dataslayers  
233 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=479851a594f721c1ad88f7464d0a99bd51fd8974989519fcd60b04262d361bf3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsoftpoint%2F&secure%5Burl_type%5D=linkedin_company_website)  
15 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Are Recent G2 Reviews of NextBrain AI?

**["NextBrain AI : A readymade tailored tool for machine learning solutions"](https://www.g2.com/survey_responses/nextbrain-ai-review-8902382)**

**Rating:** 4.0/5.0 stars

_— Brajesh S._

[Read full review](https://www.g2.com/survey_responses/nextbrain-ai-review-8902382)

### [Numericcal](https://www.g2.com/products/numericcal/reviews)

Numericcal provides tools to help you reach your implementation goals quickly and effortlessly.

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Numericcal?

- **Ease of Use:** 10.0/10 (Category avg: 8.5/10)
- **Quality of Support:** 8.3/10 (Category avg: 8.4/10)

#### Who Is the Company Behind Numericcal?

- **Seller:** [Numericcal](https://www.g2.com/sellers/numericcal)
- **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:** 100% Small

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

**["New World of managing Opearations"](https://www.g2.com/survey_responses/numericcal-review-8561607)**

**Rating:** 4.0/5.0 stars

_— Prachi P._

[Read full review](https://www.g2.com/survey_responses/numericcal-review-8561607)

### [NuPIC](https://www.g2.com/products/nupic/reviews)

NuPIC is an open source project based on a theory of neocortex called Hierarchical Temporal Memory (HTM) that can be used to analyze streaming data, it learns the time-based patterns in data, predicts future values, and detects anomalies and includes discussion groups on HTM theory, research on extending HTM, and source code for complete applications based on HTM.

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate NuPIC?

- **Has the product been a good partner in doing business?:** 6.7/10 (Category avg: 8.7/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.5/10)
- **Quality of Support:** 8.3/10 (Category avg: 8.4/10)
- **Ease of Admin:** 6.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind NuPIC?

- **Seller:** [Numenta](https://www.g2.com/sellers/numenta)
- **Year Founded:** 2005
- **HQ Location:** Redwood City, US
- **Twitter:** @Numenta  
13,374 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=66ee2adc867d9f4ca3721ac43db682403cac2f7e3e695114475ff434a09d870d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnumenta&secure%5Burl_type%5D=linkedin_company_website)  
27 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Data Scientist"](https://www.g2.com/survey_responses/nupic-review-8411957)**

**Rating:** 4.0/5.0 stars

_— Verified User in Automotive_

[Read full review](https://www.g2.com/survey_responses/nupic-review-8411957)

### [Outerbase AI](https://www.g2.com/products/outerbase-ai/reviews)

Outerbase is a user-friendly database interface to explore data.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Outerbase AI?

- **Ease of Use:** 6.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Outerbase AI?

- **Seller:** [Outerbase](https://www.g2.com/sellers/outerbase)
- **HQ Location:** Remote, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fc6c829654c5174126eb15e31a67cb01f79540604d1a2481acca4798affb13b0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fouterbase%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 200% Small

#### What Do G2 Reviewers Say About Outerbase AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **effective data visualization** and NLP capabilities of Outerbase AI for direct database insights.
- Users value the **data visualization and NLP integration** in Outerbase AI for direct and insightful database answers.
- Users value the **data visualization and NLP integration** in Outerbase AI for direct and insightful database answers.
- Users praise the **data visualization** capabilities of Outerbase AI, effectively retrieving answers from databases with NLP.
- Users value the **effective data visualization** from Outerbase AI, enabling direct answers from databases with NLP integration.

##### Cons

- Users face **slow performance** as Outerbase occasionally enters infinite processing loops, requiring a hard refresh to function again.
- Users often face **system instability** with Outerbase AI, as it can get stuck in infinite loops requiring hard refreshes.

#### What Are Recent G2 Reviews of Outerbase AI?

**["Great way to visualize data"](https://www.g2.com/survey_responses/outerbase-ai-review-10580474)**

**Rating:** 5.0/5.0 stars

_— Aarav M._

[Read full review](https://www.g2.com/survey_responses/outerbase-ai-review-10580474)

### [Percipient](https://www.g2.com/products/percipient/reviews)

We believe in the power of human understanding To save lives, protect our values, freedom and way of life. Accelerating human understanding through the latest artificial intelligence and integrated intuitive workflows allows our customers to learn from history and be prepared for the present and future, ahead of their competitors and adversaries. Our mission is to enable their success. In today’s business climate and global environment knowing the power of your data and learning from your most insightful leaders are two of the most important competitive advantages. Percipient.ai’s Mirage® Intelligence Analysis Platform allows you to do both, in real time.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Percipient?

- **Seller:** [Percipient](https://www.g2.com/sellers/percipient)
- **HQ Location:** Santa Clara, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6987177206c75c5a745dd8bb5c59e7863cbcc1698c531cf384389a608a4e3f7f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpercipient-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
77 employees on LinkedIn®

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Percipient, enjoying its simple interface and step-by-step explanations for better understanding.
- Users enjoy the **easy setup** of Percipient, appreciating its simple and friendly interface for quick onboarding.
- Users value the **accurate and detailed explanations** of Percipient, enhancing understanding and saving time in research.
- Users appreciate the **intuitive interface** of Percipient, which simplifies planning and enhances understanding through clear explanations.
- Users commend the **consistent accuracy** of Percipient, streamlining their workflow and enhancing understanding.

##### Cons

- Users experience **inaccuracy** with Percipient, often finding outdated information that requires double-checking for reliability.

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

**["Effortless Planning with Reliable Insights"](https://www.g2.com/survey_responses/percipient-review-12081626)**

**Rating:** 4.5/5.0 stars

_— Divanshu S._

[Read full review](https://www.g2.com/survey_responses/percipient-review-12081626)

### [phData Tram for Snowflake](https://www.g2.com/products/phdata-tram-for-snowflake/reviews)

phData Tram is an application to make managing Snowflake users and projects simple. The Snowflake platform supports federated authentication; however, in order to provide secure access, users and database resources do still need to be provisioned within Snowflake. Tram streamlines this process.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate phData Tram for Snowflake?

- **Ease of Use:** 10.0/10 (Category avg: 8.5/10)
- **Quality of Support:** 10.0/10 (Category avg: 8.4/10)

#### Who Is the Company Behind phData Tram for Snowflake?

- **Seller:** [phData](https://www.g2.com/sellers/phdata)
- **Year Founded:** 2014
- **HQ Location:** Minneapolis, Minnesota, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2326d76c46f61d12d2a0509c13ffc515d2755e7b3ee6fd7becb7233810b972f3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fphdata&secure%5Burl_type%5D=linkedin_company_website)  
718 employees on LinkedIn®

#### Who Uses This Product?

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

#### What Are Recent G2 Reviews of phData Tram for Snowflake?

**["phData Tram for Snowflake: Streamlining Data Transportation and Management"](https://www.g2.com/survey_responses/phdata-tram-for-snowflake-review-8216336)**

**Rating:** 5.0/5.0 stars

_— Abhishek K._

[Read full review](https://www.g2.com/survey_responses/phdata-tram-for-snowflake-review-8216336)

**["phdata for snowflake cloud"](https://www.g2.com/survey_responses/phdata-tram-for-snowflake-review-10180181)**

**Rating:** 5.0/5.0 stars

_— Swati k._

[Read full review](https://www.g2.com/survey_responses/phdata-tram-for-snowflake-review-10180181)

### [PredictionBuilder](https://www.g2.com/products/predictionbuilder/reviews)

PredictionBuilder is a library for machine learning that builds predictions using a linear regression.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate PredictionBuilder?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Ease of Use:** 6.7/10 (Category avg: 8.5/10)
- **Quality of Support:** 10.0/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind PredictionBuilder?

- **Seller:** [PredictionBuilder](https://www.g2.com/sellers/predictionbuilder)
- **HQ Location:** San Francisco, CA
- **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:** 200% Small

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

**["Nice Tool"](https://www.g2.com/survey_responses/predictionbuilder-review-845065)**

**Rating:** 5.0/5.0 stars

_— April J._

[Read full review](https://www.g2.com/survey_responses/predictionbuilder-review-845065)

### [Prophyt](https://www.g2.com/products/prophyt/reviews)

September AI Labs gives clients the ability to access specialist data science in a virtual innovation lab. We apply strategy and advanced AI to power rapid prototyping and solution development, led by best-in-class experts from across the world.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Prophyt?

- **Seller:** [September AI Labs](https://www.g2.com/sellers/september-ai-labs)
- **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:** 100% Small

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

**["Makes my life so much easier"](https://www.g2.com/survey_responses/prophyt-review-8209699)**

**Rating:** 4.5/5.0 stars

_— Jessica E._

[Read full review](https://www.g2.com/survey_responses/prophyt-review-8209699)

### [Qualetics](https://www.g2.com/products/qualetics/reviews)

Discover Qualetics, your gateway to effortless AI automation. Our cutting-edge platform is designed to provide businesses with a seamless experience with its intuitive no-code AI capabilities. Say goodbye to coding complexities and hello to the future of AI innovation! Key Features: No Code AI: Qualetics empowers you with a no-code AI platform, eliminating the need for programming expertise. Dive into the world of artificial intelligence effortlessly and bring your ideas to life without writing a single line of code. Pre-Trained AI Models: Benefit from over 25+ pre-trained AI models covering a diverse range of applications. Qualetics ensures that you have access to state-of-the-art models for tasks such as text analysis, image recognition, document processing, and audio/video data interpretation. Self Learning AI Models: Qualetics goes beyond static models. Our platform features self-learning AI models that adapt and evolve over time, ensuring that your solutions stay ahead of the curve and continuously improve their performance. Data Processing Capabilities: Seamlessly process text, image, document, audio, and video data with Qualetics. Our platform is your all-in-one solution for comprehensive data processing, enabling you to extract valuable insights from various types of content. Multi-Tenancy: Qualetics understands the importance of scalability and collaboration. Our multi-tenancy support allows multiple users or teams to work concurrently within the platform, ensuring efficiency and collaboration at every level. Security and Governance: Trust is paramount. Qualetics prioritizes your data's security with robust measures and governance protocols. Rest assured that your AI endeavors are protected and compliant with industry standards. Real-Time Observability: Stay informed and in control with real-time observability features. Monitor your AI models' performance, track usage metrics, and receive insights instantly. Qualetics gives you the tools to make informed decisions on the fly. Why Choose Qualetics: Simplicity Meets Innovation: Qualetics brings the power of AI to your fingertips without the complexity of coding. Diverse Model Library: Access a rich library of pre-trained models for a wide array of applications. Adaptive Learning: Benefit from self-learning AI models that adapt to evolving data patterns. Versatile Data Processing: Process text, image, document, audio, and video data seamlessly in one platform. Collaborative Environment: Foster collaboration with multi-tenancy support for teams of any size. Security-First Approach: Ensure the security and governance of your AI initiatives with our robust measures. Real-Time Insights: Make informed decisions with real-time observability features, putting you in control. Embark on your AI journey with Qualetics and experience the future of AI, simplified. Explore possibilities, innovate effortlessly!

**Average Rating:** 4.4/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate Qualetics?

- **Has the product been a good partner in doing business?:** 6.7/10 (Category avg: 8.7/10)
- **Ease of Use:** 9.4/10 (Category avg: 8.5/10)
- **Quality of Support:** 8.9/10 (Category avg: 8.4/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Qualetics?

- **Seller:** [Qualetics Data Machines](https://www.g2.com/sellers/qualetics-data-machines)
- **Year Founded:** 2018
- **HQ Location:** Princeton, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=46d8b16c74ddc42812f8c05df18db39e8cfae92444c1a4fe527a0c4c65baf31c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fqualetics&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 40% Medium, 20% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **personalized experience** from Qualetics, enhancing customer loyalty and satisfaction through data-driven insights.
- Users rave about the **personalized user experience** enabled by Qualetics, enhancing customer loyalty and satisfaction.
- Users appreciate the **exceptional data-driven personalization** of Qualetics, enhancing user experience and boosting satisfaction.
- Users value the **personalized user experience** provided by Qualetics, enhancing customer loyalty and satisfaction significantly.
- Users appreciate the **fantastic personalization** of Qualetics, enhancing customer loyalty through tailored experiences and recommendations.

##### Cons

- Users find the **limited customization options** of Qualetics insufficient for their specific business requirements and needs.
- Users find the **limited customization options** of Qualetics inadequate for their specific business requirements.
- Users find the **limited customization options** of Qualetics restrict their ability to tailor solutions to their unique needs.
- Users find the **limited customization options** make it challenging to tailor dashboards and reports to unique business needs.

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

**["Streamlined Assessments with Minor Integration Hurdles"](https://www.g2.com/survey_responses/qualetics-review-12971367)**

**Rating:** 4.0/5.0 stars

_— Verified User in Mechanical or Industrial Engineering_

[Read full review](https://www.g2.com/survey_responses/qualetics-review-12971367)

**["We Can Create Truly Personalized Experiences"](https://www.g2.com/survey_responses/qualetics-review-11626254)**

**Rating:** 4.5/5.0 stars

_— Pricilla M._

[Read full review](https://www.g2.com/survey_responses/qualetics-review-11626254)

### [Rayven](https://www.g2.com/products/rayven/reviews)

What is Rayven? Rayven is an operational software platform that delivers an AI data fabric - connecting every system, data source, and data stream across a business into a single managed environment, then letting teams build custom apps, AI agents, workflow automations, dashboards, and MCP servers for direct AI model connectivity on top. It is the platform for organisations that need to act on operational data in real-time, deploy AI that actually works in production + build software that fits the way their business operates - without replacing existing systems or waiting 18 months for results. The Problem Rayven Solves Most organisations already have the systems and data they need. The challenge is fragmentation. ERP systems, SCADA platforms, IoT devices, databases, cloud tools, and files all generate valuable data - but it sits in silos, impossible to act on in real-time. The result: manual reporting, disconnected workflows, and AI projects that fail before reaching production. Industry research shows 95% of AI projects never ship - most because the underlying data layer is not clean, connected, or ready. Rayven builds that foundation first, then activates it. The Rayven Platform Rayven operates across five unified layers, delivered as a single managed environment: - Integration: More than 600 pre-built connectors pull data from IT, OT, IoT, files, APIs, databases, and data streams - bidirectionally, in real-time. Connects industrial protocols (OPC UA, Modbus, MQTT, BACnet) alongside cloud platforms, business systems, and proprietary tools. - Data: All connected data lands in a single managed platform - structured, governed + AI-ready. Real-time processing, ETL pipelines, data lakes, and AI model training handled in one place. - Execution: Automation rules, predictive models + agentic AI run directly on live operational data. Rules-based logic, machine learning, and goal-seeking autonomous agents all operate in one execution environment. - Presentation: Custom apps, dashboards, portals, conversational interfaces, and mobile applications deployed from the same platform - built for specific workflows, not generic reporting. - Security, Governance + Hosting: Role-based access control, data lineage, audit trails, AES-256 encryption, data residency controls, and enterprise-grade infrastructure - included as standard. AI Capabilities Rayven includes ten native AI capabilities built directly into the platform: 1. Custom AI agents (goal-seeking, action-taking) 2. Predictive analytics and machine learning 3. Conversational analytics 4. Real-time and continuous model training 5. AI-led workflow automation 6. Multimodal processing (documents, video, images, audio) 7. Anomaly and risk detection 8. Forecasting and optimisation 9. Vision and edge AI inference 10. Generative operational summaries MCP server support enables direct connectivity for AI models including Claude, GPT, and others. What Gets Built Rayven customers build and deploy: - Custom operational apps and field applications. - AI agents that monitor conditions, detect anomalies + take corrective action autonomously. - Predictive maintenance and performance models running on live plant data. - Real-time dashboards and executive reporting tools. - Workflow automations spanning IT and OT systems. - Customer and partner portals. - Data pipelines and integration layers. - White-label software products delivered under partner brands. Key Differentiators vs. Point solutions (Zapier, MuleSoft, Power BI, DataRobot): point solutions do one thing well but force teams to stitch together five separate tools to cover integration, data, AI, presentation, and governance. Rayven replaces the stack. vs. Traditional enterprise platforms (SAP, Oracle, Palantir): enterprise platforms take 12-18 months and seven figures to implement. Rayven deploys in two to 12 weeks at fixed scope and fixed price. vs. Low-code app builders (Mendix, OutSystems): app builders handle the presentation layer but do not solve the underlying data and integration problem. Rayven covers the full stack. Technology Compatibility Rayven is fully technology-agnostic and works alongside existing systems: - Cloud platforms: Microsoft Azure, Google Cloud + AWS - Business systems: SAP, Salesforce, Oracle, and Microsoft 365 - OT platforms: Siemens, Rockwell, Schneider Electric, and Ignition - Industrial protocols: OPC UA, Modbus, MQTT, BACnet, and EtherNet/IP - IoT devices: any device with a data output - Custom and proprietary systems via API, webhook, or direct connector Nothing needs to be replaced. Every existing investment is preserved. Who Uses Rayven Rayven serves businesses from growth-stage to large enterprise across 24+ industries globally - manufacturing, mining, construction, infrastructure, logistics, utilities, financial services, healthcare, agriculture, government, and more. Customers across Australia, Europe, North America, South America, and Africa. Named customers include Anglo American, Fulton Hogan, Glencore, Vodafone, NSW Ports, CSIRO, Collective Intelligence, Ramjack, and AngloGold Ashanti. Delivery Options - DIY: Full platform access. Internal teams build and deploy independently. - Done-For-You: Australia-based delivery team. Fixed scope, fixed price, two to 12 weeks from brief to go-live. - Hybrid: Guided delivery first, with the customer's team taking increasing ownership over time. By the Numbers - More than 600 pre-built connectors. - Ten native AI capabilities. - More than 240 deployments live globally. - Rated 5/5 across more than 140 independent reviews. - Deploys 66% faster than traditional development. - Two to 12 weeks to first working solution. - Rayven exists to close the gap: 95% of AI projects never reach production (industry average).

**Average Rating:** 4.9/5.0

**Total Reviews:** 29

#### How Do G2 Users Rate Rayven?

- **Ease of Use:** 9.9/10 (Category avg: 8.5/10)
- **Quality of Support:** 9.9/10 (Category avg: 8.4/10)

#### Who Is the Company Behind Rayven?

- **Seller:** [Rayven](https://www.g2.com/sellers/rayven)
- **Year Founded:** 2016
- **HQ Location:** Sydney, AU
- **Twitter:** @RayvenIOT  
56 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1d006407e153419f0571c4dc74bc360e0abc0d6d0be9334a3fff870a267b0972&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Frayveniot%2F&secure%5Burl_type%5D=linkedin_company_website)  
33 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Retail
- **Company Size:** 69% Medium, 52% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend Rayven's **ease of use** , highlighting effortless automation and streamlined integration through intuitive drag-and-drop features.
- Users appreciate Rayven's **robust handling of large-scale data** and advanced AI capabilities, enhancing operational efficiency and flexibility.
- Users praise Rayven for its **exceptional automation** capabilities, significantly streamlining data workflows and enhancing operational efficiency.
- Users appreciate Rayven's **customization capabilities** , allowing tailored solutions that enhance integration and streamline operations efficiently.
- Users appreciate Rayven's **robust data management** , enabling real-time processing and integration across complex systems with ease.

##### Cons

- Users find the **learning curve steep** initially, requiring time and guidance to fully grasp all features.
- Users find **difficult learning** curves with Rayven's features, requiring time and guidance for smoother onboarding experiences.
- Users experience a **steep learning curve** initially, requiring time and additional resources to fully understand the platform.
- Users find the **complex setup** challenging, especially with advanced features and multi-site deployments requiring careful planning.
- Users note the **setup complexity** of Rayven, requiring assistance for advanced integrations and lengthy initial configurations.

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

**["Seamless Automation and Predictive Maintenance with Rayven"](https://www.g2.com/survey_responses/rayven-review-12211094)**

**Rating:** 5.0/5.0 stars

_— Keith N._

[Read full review](https://www.g2.com/survey_responses/rayven-review-12211094)

**["Rayven's Low-Code Platform is the Fastest Way to Build and Scale Intelligent Apps"](https://www.g2.com/survey_responses/rayven-review-11780301)**

**Rating:** 5.0/5.0 stars

_— John M._

[Read full review](https://www.g2.com/survey_responses/rayven-review-11780301)

### [SAVVI](https://www.g2.com/products/savvi/reviews)

SAVVI AI is a low-code, end-to-end Machine Learning tool, empowering teams to quickly and easily create products that learn. SAVVI was started with the belief that all product teams and developers should be able to implement AI/ Machine Learning without the need for Data Scientists or a costly and time-consuming Machine Learning infrastructure. SAVVI takes teams through the entire process (Data Collection, Model Creation, Decisioning, Model Management) with an easy-to-use tool embedded with Javascript or 2 APIs. Teams are empowered to launch ML and change their static systems into systems that learn for a fraction of the time or cost of the traditional process. Secure, scalable, and production-ready. Use cases include Workflow optimization, Personalization, Pricing Optimization, Next-best-Action, Recommendation engines, and more.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate SAVVI?

- **Ease of Use:** 10.0/10 (Category avg: 8.5/10)
- **Quality of Support:** 8.3/10 (Category avg: 8.4/10)

#### Who Is the Company Behind SAVVI?

- **Seller:** [SAVVI AI](https://www.g2.com/sellers/savvi-ai)
- **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=69884bb293974ca1d5a910b1b25c12852cd304bfac82fd12b4025e842600f723&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsavviai%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["User Feedback"](https://www.g2.com/survey_responses/savvi-review-8224218)**

**Rating:** 5.0/5.0 stars

_— Rovshan B._

[Read full review](https://www.g2.com/survey_responses/savvi-review-8224218)

### [Scale GenAI Platform](https://www.g2.com/products/scale-genai-platform/reviews)

Build organizationally intelligent agents faster. Scale GenAI Platform is a comprehensive toolset to use your data to build, control, and improve your agents and AI solutions. Build AI applications and complex multi-agent systems, train agents to reason over your enterprise data, take action with your tools, and continuously improve with feedback from human-agent interactions with our Agent Monitoring Protocol.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Scale GenAI Platform?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.5/10)
- **Quality of Support:** 8.3/10 (Category avg: 8.4/10)
- **Ease of Admin:** 6.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Scale GenAI Platform?

- **Seller:** [Scale AI](https://www.g2.com/sellers/scale-ai)
- **Year Founded:** 2016
- **HQ Location:** San Francisco, California, United States
- **Twitter:** @scale\_AI  
75,618 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a77835c540a86784b38743b1258b0ae0c3e1537ac3f0c18ee6cee1acd1e8b8b3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fscaleai&secure%5Burl_type%5D=linkedin_company_website)  
5,533 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Do G2 Reviewers Say About Scale GenAI Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **end-to-end workflow support** of Scale GenAI Platform, simplifying the management of generative AI models at scale.
- Users appreciate the **community support** of the Scale GenAI Platform, enhancing collaboration and user experience for developers.
- Users value the **end-to-end workflow support** of the Scale GenAI Platform for building and deploying generative AI models efficiently.
- Users praise the **end-to-end workflow support** of Scale GenAI Platform, facilitating efficient AI model development and deployment.
- Users value the **end-to-end workflow support** of the Scale GenAI Platform, enabling seamless AI model deployment and management.

##### Cons

- Users find the Scale GenAI Platform to be **expensive** , particularly those from smaller teams feeling under-supported and overwhelmed.
- Users find the **expensive subscriptions** of Scale GenAI Platform a barrier for smaller teams seeking support and transparency.
- Users find **limited access** regarding transparency on pricing and usage limits, especially for smaller teams and new users.
- Users note the **limited features** of the Scale GenAI Platform, particularly regarding support for smaller teams and new users.
- Users note the **limited options** for smaller teams, feeling overwhelmed and in need of better support and resources.

#### What Are Recent G2 Reviews of Scale GenAI Platform?

**["One of the Best Platform in Market right now"](https://www.g2.com/survey_responses/scale-genai-platform-review-11182431)**

**Rating:** 5.0/5.0 stars

_— Verified User in Education Management_

[Read full review](https://www.g2.com/survey_responses/scale-genai-platform-review-11182431)

**["A Complete Platform for Building and Evaluating Enterprise GenAI Applications"](https://www.g2.com/survey_responses/scale-genai-platform-review-13180874)**

**Rating:** 4.0/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/scale-genai-platform-review-13180874)

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

shaman is a Machine Learning library for node.js that supports both simple linear regression and multiple linear regression.

**Average Rating:** 1.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate shaman?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.7/10)
- **Ease of Use:** 1.7/10 (Category avg: 8.5/10)
- **Quality of Support:** 10.0/10 (Category avg: 8.4/10)
- **Ease of Admin:** 3.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind shaman?

- **Seller:** [shaman](https://www.g2.com/sellers/shaman)
- **HQ Location:** Morrison, CO
- **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:** 100% Small

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

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

### [sofia-ml](https://www.g2.com/products/sofia-ml/reviews)

sofia-ml is a suite of fast incremental algorithms for machine learning (sofia-ml) that can be used for training models for classification, regression, ranking, or combined regression and ranking, intended to aid researchers and practitioners who require fast methods for classification and ranking on large, sparse data sets.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate sofia-ml?

- **Ease of Use:** 8.3/10 (Category avg: 8.5/10)
- **Quality of Support:** 6.7/10 (Category avg: 8.4/10)

#### Who Is the Company Behind sofia-ml?

- **Seller:** [Google](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google  
31,899,995 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
341,888 employees on LinkedIn®
- **Ownership:** NASDAQ:GOOG

#### Who Uses This Product?

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

#### What Are Recent G2 Reviews of sofia-ml?

**["Great ML"](https://www.g2.com/survey_responses/sofia-ml-review-8229426)**

**Rating:** 5.0/5.0 stars

_— Vishal L._

[Read full review](https://www.g2.com/survey_responses/sofia-ml-review-8229426)

**["Lightweight, Fast ML Training Without the Framework Overhead"](https://www.g2.com/survey_responses/sofia-ml-review-13212383)**

**Rating:** 4.5/5.0 stars

_— LOKESH G._

[Read full review](https://www.g2.com/survey_responses/sofia-ml-review-13212383)

### [SpeedWise ML](https://www.g2.com/products/speedwise-ml/reviews)

SpeedWise® ML (SML) is a web-based software platform allowing everyone and every company to conduct cutting-edge machine learning practices and predictive analysis. Through the platform, everyone, with or without a deep understanding of machine learning, will be able to deliver high-quality production-level models through a few mouse clicks within minutes, without typing a single line of code. • Master machine learning easily without a data science background. • Powerful data preprocessing capabilities and intelligent data capture make data wrangling easy and fast. • Save time training and refining ML models rather than on countless coding hours (python knowledge not needed). • SML allows training of different models at the same time, displaying which is best. • Robust reporting conveys model validity. • Solve universal machine learning problems with a fast and intuitive data science workflow. SpeedWise® ML can be used by any company or organization that has data that is not yet fully exploited. This technology is applicable to any industry or sector, and it simply requires uploading an input data table (e.g., a .csv file) to start triggering thousands of machine learning models.

**Average Rating:** 2.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate SpeedWise ML?

- **Ease of Use:** 5.0/10 (Category avg: 8.5/10)
- **Quality of Support:** 6.7/10 (Category avg: 8.4/10)

#### Who Is the Company Behind SpeedWise ML?

- **Seller:** [QRI](https://www.g2.com/sellers/qri)
- **Year Founded:** 2007
- **HQ Location:** Houston, US
- **Twitter:** @QRI  
88 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8b5b8038af60186acdf16b2cc86d31411ecf67572f60c65cfe535e81e102ed3a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fqri&secure%5Burl_type%5D=linkedin_company_website)  
131 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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Spotlight Categories

[Corporate Performance Management (CPM) Software](https://www.g2.com/categories/corporate-performance-management-cpm)

[Applicant Tracking Systems (ATS)](https://www.g2.com/categories/applicant-tracking-systems-ats)

[Professional Services Automation Software](https://www.g2.com/categories/professional-services-automation)

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[Browse Machine Learning Themes](/categories/machine-learning/themes)

 ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi")
SJ

Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)

Updated April 9, 2026

Machine learning software leverages algorithms that learn and adapt from data to automate complex decision-making and generate predictions, improving speed and accuracy of outputs over time as the application ingests more training data, with applications spanning process automation, customer service, security risk identification, and contextual collaboration.

### Core Capabilities of Machine Learning Software

To qualify for inclusion in the Machine Learning category, a product must:

- Offer an algorithm that learns and adapts based on data
- Consume data inputs from a variety of data pools
- Ingest data from structured, unstructured, or streaming sources including local files, cloud storage, databases, or APIs
- Be the source of intelligent learning capabilities for applications
- Provide an output that solves a specific issue based on the learned data

### Common Use Cases for Machine Learning Software

Machine learning platforms are used across industries to power intelligent automation and predictive capabilities. Common use cases include:

- Automating complex decisions in financial services, healthcare, and agriculture
- Powering the backend AI that end users interact with in customer-facing applications
- Building and training models for security risk identification and fraud detection

### How Machine Learning Software Differs from Other Tools

End users of machine learning-powered applications do not interact with the algorithm directly, machine learning powers the backend AI layer that users engage with. Machine learning platforms differ from [machine learning operationalization (MLOps) platforms](https://www.g2.com/categories/mlops-platforms) by focusing on model development and training rather than deployment monitoring and lifecycle management.

### Insights from G2 on Machine Learning Software

Based on category trends on G2, flexible data ingestion and model accuracy improvements over time stand out as the most valued capabilities. Ease of integration with existing data infrastructure and the breadth of supported algorithms stand out as key decision factors.

Show More