# Best Machine Learning Software - Page 11

## 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**

### Alteryx

Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial.

[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=2026-08-08T23%3A41%3A13Z&secure%5Bdisplayable_resource_id%5D=684&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=684&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=989&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%3F1fa21669_page%3D4%26c1254c7c_page%3D3%26page%3D11&secure%5Btoken%5D=56d73ced35e9a0c30383ca6cc0110bc586f5a987ae59d8546a10bf4340f4891d&secure%5Burl%5D=https%3A%2F%2Fwww.alteryx.com%2Ftrial%3Futm_source%3Dg2%26utm_medium%3Dreviewsite%26utm_campaign%3DFY25_Global_AllRegions_AlwaysOn_AllPersonas_IndustryAgnostic%26utm_content%3Dg2_freetrial&secure%5Burl_type%5D=free_trial)

### [Datsy Suggest](https://www.g2.com/products/datsy-suggest/reviews)

Datsy brings you the power of AI to understand your customer preferences and provide personalized product discovery experience. Delight your customers with personalized engagement at every interaction point through Datsy Suggest, an AI powered personalization & recommendation engine. Humanize your digital experience, with real-time personalized product recommendations. Datsy suggest is delivered on pay-as-you-go subscription model, without any upfront charges and lengthy contracts. Datsy can be customized to suit your business needs with our open APIs. Seamless data flow integrations with your existing tech stack are enabled through our APIs, SDKs and SaaS Plug-ins

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Datsy Suggest?

- **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 Datsy Suggest?

- **Seller:** [Thales Data Learning](https://www.g2.com/sellers/thales-data-learning)
- **Year Founded:** 2019
- **HQ Location:** Chennai, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=71126d2417daa820cfb9ea648df95857cdd9d706ff67a8cb633768ff0374899c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatsy&secure%5Burl_type%5D=linkedin_company_website)  
10 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of Datsy Suggest?

**["Great Mechine Learning tool"](https://www.g2.com/survey_responses/datsy-suggest-review-8227872)**

**Rating:** 5.0/5.0 stars

_— Yogendra K._

[Read full review](https://www.g2.com/survey_responses/datsy-suggest-review-8227872)

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

DiffSharp is a functional automatic differentiation (AD) library that allows exact and efficient calculation of derivatives, by systematically invoking the chain rule of calculus at the elementary operator level during program execution.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate DiffSharp?

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

#### Who Is the Company Behind DiffSharp?

- **Seller:** [DiffSharp](https://www.g2.com/sellers/diffsharp)
- **HQ Location:** Maynooth
- **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% Medium

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

**["Empowering the development of differential algorithms efficiently"](https://www.g2.com/survey_responses/diffsharp-review-8472830)**

**Rating:** 5.0/5.0 stars

_— Vicente Jose P._

[Read full review](https://www.g2.com/survey_responses/diffsharp-review-8472830)

### [Disco Project](https://www.g2.com/products/disco-project/reviews)

Disco is a lightweight, open-source framework for distributed computing based on the MapReduce paradigm it distributes and replicates data, and schedules jobs efficiently it includes the tools need to index billions of data points and query them in real-time.

**Average Rating:** 3.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Disco Project?

- **Seller:** [Disco](https://www.g2.com/sellers/disco-4b7878e2-a4e2-400d-8175-bf22e36b1ef0)
- **Year Founded:** 2020
- **HQ Location:** Toronto, CA
- **Twitter:** @discolearn  
1,086 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fb8a09134728e03463d6814378e1f3c47cc92ddd6479f7084961da34f5e8cda7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdiscolearn&secure%5Burl_type%5D=linkedin_company_website)  
29 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Are G2 Users Discussing About Disco Project?

- [What is Disco Project used for?](https://www.g2.com/discussions/what-is-disco-project-used-for)

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

DryMerge lets you automate workflows with plain English. You can describe repetitive or difficult tasks and create AI agents that connect to software tools and automate work in the background.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate DryMerge?

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

#### Who Is the Company Behind DryMerge?

- **Seller:** [DryMerge](https://www.g2.com/sellers/drymerge)
- **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=502eb2f8b46072214f6c40f502ecb69bd8511e0f56e4c1a6bb173da1c0459fa2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdrymerge%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Saved me hours per week!"](https://www.g2.com/survey_responses/drymerge-review-9947905)**

**Rating:** 5.0/5.0 stars

_— Martin H._

[Read full review](https://www.g2.com/survey_responses/drymerge-review-9947905)

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

DynaML is a Scala environment for conducting research and education in Machine Learning that packaged with a library of classes for various predictive models and a Scala REPL where one can not only build custom models but also play around with data work-flows.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate DynaML?

- **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 DynaML?

- **Seller:** [DynaML](https://www.g2.com/sellers/dynaml)
- **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 DynaML?

**["An End-to-End Machine Learning JVM Solution"](https://www.g2.com/survey_responses/dynaml-review-8382226)**

**Rating:** 4.5/5.0 stars

_— Joseph K._

[Read full review](https://www.g2.com/survey_responses/dynaml-review-8382226)

### [Encog Machine Learning Framework](https://www.g2.com/products/encog-machine-learning-framework/reviews)

Encog is an advanced machine learning framework that supports a variety of advanced algorithms, as well as support classes to normalize and process data, its training algoritms are multi-threaded and scale well to multicore hardware and can also make use of a GPU to further speed processing time. A GUI based workbench is also provided to help model and train machine learning algorithms.

**Average Rating:** 3.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Encog Machine Learning Framework?

- **Ease of Use:** 5.0/10 (Category avg: 8.5/10)
- **Quality of Support:** 3.3/10 (Category avg: 8.4/10)
- **Ease of Admin:** 6.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Encog Machine Learning Framework?

- **Seller:** [Heaton Research](https://www.g2.com/sellers/heaton-research)
- **HQ Location:** St. Louis, MO
- **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 Encog Machine Learning Framework?

- [What is Encog Machine Learning Framework used for?](https://www.g2.com/discussions/what-is-encog-machine-learning-framework-used-for)

### [Entropica Labs](https://www.g2.com/products/entropica-labs/reviews)

At Entropica, we create the models, algorithms and software tools to make quantum computing useful

**Average Rating:** 3.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Entropica Labs?

- **Ease of Use:** 1.7/10 (Category avg: 8.5/10)
- **Quality of Support:** 5.0/10 (Category avg: 8.4/10)

#### Who Is the Company Behind Entropica Labs?

- **Seller:** [Entropica Labs](https://www.g2.com/sellers/entropica-labs)
- **Year Founded:** 2018
- **HQ Location:** Singapore, SG
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f60bf069838f5480d2b7d9260246b4a75d6aa8728c1fe9a4fe0a8690a2f46771&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fentropica-labs%2F&secure%5Burl_type%5D=linkedin_company_website)  
26 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

Fireflai® is a B2B SaaS Data platform that leverages proprietary Data Science, Machine Learning and Generative AI to transform product data operations. Fireflai® enables seamless ingestion, management and enrichment of complex catalogues and product master data - accelerating the onboarding, activation and continuous improvement of SKUs for Manufacturers, Distributors and Retailers. Fireflai can: - Ingest PIM/ERP extracts such as product and parts lists, taxonomies and lists of values - Enrich product lists with validated data, documents and images from unstructured supplier files, catalogues, metadata, even the web - Generate content such as descriptions, taglines, features & benefits, SEO tags - Cleanse, match and merge datasets to create a 'golden product dataset' - Classify and transform product data into required taxonomies for simple ERP/PIM import - Translate datasets into multiple languages

**Average Rating:** 4.5/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate Fireflai?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.7/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.5/10)
- **Quality of Support:** 10.0/10 (Category avg: 8.4/10)
- **Ease of Admin:** 9.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Fireflai?

- **Seller:** [Fireflai](https://www.g2.com/sellers/fireflai)
- **Year Founded:** 2023
- **HQ Location:** Manchester , GB
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cc1d49cf47e6bc3ade080cc61ff68fd987f307eee88b1466535fb422d5f3f41d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ffireflai-ai&secure%5Burl_type%5D=linkedin_company_website)  
8 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 60% Large, 20% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Fireflai to be **easy to use** , facilitating efficient data processing and intuitive navigation for all users.
- Users value the **time-saving functionality** of Fireflai, enabling them to focus on other important tasks efficiently.
- Users love the **speed** of Fireflai for quickly processing data and delivering efficient solutions without integration delays.
- Users appreciate the **implementation ease** of Fireflai, which ensures efficient collection of product attributes without complications.
- Users commend Fireflai for their **efficient automation** , making implementation quick and integration-free with existing systems.

##### Cons

- Users report **bug issues** , particularly hallucinations in results that require double-checking for accuracy, especially with images.
- Users note the **occasional hallucinations** in Fireflai's results, necessitating double-checking, particularly with images.
- Users report **inaccuracy issues** with Fireflai, requiring double-checking of results, particularly for images.
- Users report **occasional hallucinations** in results, necessitating double-checking, particularly with images for accuracy.

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

**["Enriching our product data with Fireflai"](https://www.g2.com/survey_responses/fireflai-review-12039233)**

**Rating:** 5.0/5.0 stars

_— Simon C._

[Read full review](https://www.g2.com/survey_responses/fireflai-review-12039233)

**["Efficient Data Scraping with Stellar Support"](https://www.g2.com/survey_responses/fireflai-review-12543523)**

**Rating:** 4.5/5.0 stars

_— Jessica O._

[Read full review](https://www.g2.com/survey_responses/fireflai-review-12543523)

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

Helsing is a new type of defence AI company. We believe that software, in particular artificial intelligence, will be the key to protecting our democracies.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Helsing?

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

#### Who Is the Company Behind Helsing?

- **Seller:** [Helsing](https://www.g2.com/sellers/helsing)
- **Year Founded:** 2021
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c34ec4a6737e1c33cffd03fa4332cf60e1e34acbf989f00fff17858a519eae75&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhelsing&secure%5Burl_type%5D=linkedin_company_website)  
214 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value Helsing for its ability to enhance the **security of democratic values** through advanced artificial intelligence technology.

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

**["Short and crisp review"](https://www.g2.com/survey_responses/helsing-review-10620020)**

**Rating:** 4.5/5.0 stars

_— Soumya T._

[Read full review](https://www.g2.com/survey_responses/helsing-review-10620020)

### [Integrate.ai Signals](https://www.g2.com/products/integrate-ai-signals/reviews)

Signals are rich, machine-learning-derived insights about consumers’ needs that are generated from real consumer behavior. They’re packaged to help people and machines make more accurate predictions that drive business outcomes and protect consumer and business privacy.

**Average Rating:** 2.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Integrate.ai Signals?

- **Ease of Use:** 1.7/10 (Category avg: 8.5/10)
- **Quality of Support:** 1.7/10 (Category avg: 8.4/10)

#### Who Is the Company Behind Integrate.ai Signals?

- **Seller:** [Integrate.ai](https://www.g2.com/sellers/integrate-ai)
- **Year Founded:** 2017
- **HQ Location:** Toronto, CA
- **LinkedIn® Page:** [ca.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=daec4dcb4b7db0083da32e453dea9410515544be27fe9a8f0219ecec62a45ad7&secure%5Burl%5D=https%3A%2F%2Fca.linkedin.com%2Fcompany%2Fintegrate.ai&secure%5Burl_type%5D=linkedin_company_website)  
29 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

JAICF (Just AI Conversational Framework) is the world's first open-source Kotlin-based bot and voice assistant development framework that is free of charge even for commercial use. JAICF is a perfect solution for those familiar with Kotlin, Android, or mobile development – no need to learn new things, users can quickly dive into voice tech, and start creating even high-level solutions completely free.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate JAICF?

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

#### Who Is the Company Behind JAICF?

- **Seller:** [Just AI Global](https://www.g2.com/sellers/just-ai-global)
- **Year Founded:** 2016
- **HQ Location:** London, GB
- **Twitter:** @JustAIglobal  
917 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ae5a3b1fb71450f6f839e8bcbbee7ea6a212cad7cb7a6d24e0d8efedb7b54c9b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fjust-ai-uk%2F&secure%5Burl_type%5D=linkedin_company_website)  
95 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Bot development with JAICF"](https://www.g2.com/survey_responses/jaicf-review-8606519)**

**Rating:** 4.5/5.0 stars

_— Kashif A._

[Read full review](https://www.g2.com/survey_responses/jaicf-review-8606519)

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

Lateral automates information discovery for enterprises.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Lateral?

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

#### Who Is the Company Behind Lateral?

- **Seller:** [Lateral](https://www.g2.com/sellers/lateral)
- **Year Founded:** 2013
- **HQ Location:** Berlin, DE
- **Twitter:** @uselateral  
1,164 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=76f7c375006224c800640adf7fdef7f8e0837c3f5fce319ad3c0885bc18fb4a2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flateral-gmbh&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium, 100% Small

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

**["Within a few seconds, I was able to find topic-based reference papers."](https://www.g2.com/survey_responses/lateral-review-8389732)**

**Rating:** 5.0/5.0 stars

_— Nadim A._

[Read full review](https://www.g2.com/survey_responses/lateral-review-8389732)

### [Meld Database](https://www.g2.com/products/meld-database/reviews)

Meld Database, Inc. has been a pioneer in mobile database solutions since 2013. We are the developers of Meld Tables. Meld Tables is a modern database and organizer. Whether in the office or on the go your team’s data is always at hand. Easily create custom database solutions to improve customer relationships, capture data in the field, simplify inventory tracking or streamline event management. Attach photos and documents, link records, scan barcodes, capture GPS locations and more.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Meld Database?

- **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 Meld Database?

- **Seller:** [Meld Database](https://www.g2.com/sellers/meld-database)
- **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:** 50% Medium, 50% Small

#### What Are Recent G2 Reviews of Meld Database?

**["Excellent Database"](https://www.g2.com/survey_responses/meld-database-review-8374731)**

**Rating:** 4.0/5.0 stars

_— Aman S._

[Read full review](https://www.g2.com/survey_responses/meld-database-review-8374731)

**["Meld Database used to extending Emotionalline dataset ."](https://www.g2.com/survey_responses/meld-database-review-8371399)**

**Rating:** 4.5/5.0 stars

_— Srishti G._

[Read full review](https://www.g2.com/survey_responses/meld-database-review-8371399)

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

mlpack is a scalable machine learning library, written in C++, that aims to provide fast, extensible implementations of cutting-edge machine learning algorithms, these algorithms as simple command-line programs and C++ classes which can then be integrated into larger-scale machine learning solutions.

**Average Rating:** 3.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate mlpack?

- **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:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind mlpack?

- **Seller:** [mlpack](https://www.g2.com/sellers/mlpack)
- **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% Medium

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

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

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

ModelFront is AI to check and fix AI translations, and trigger human intervention when needed. Companies use ModelFront to scale translation, while keeping human quality. What makes ModelFront unique is successfully packaging “quality estimation” and “automatic post-editing” into a simple solution for large translation buyers that actually works in the real world. - Track record of success with large enterprises - No quality loss — ModelFront takes responsibility for keeping human quality - No engineering - No workflow change - Private custom LLMs — no external models ModelFront does not provide manual human translation services.

**Average Rating:** 5.0/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate ModelFront?

- **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 ModelFront?

- **Seller:** [ModelFront](https://www.g2.com/sellers/modelfront)
- **Year Founded:** 2020
- **HQ Location:** Palo Alto, US
- **Twitter:** @modelfront  
138 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8bbde05c51daf9ca29fa6baee5715f849026be1f9fa78d9bcfbd3a63b6794da6&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmodelfront&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["API simple access and huge language coverage"](https://www.g2.com/survey_responses/modelfront-review-7819615)**

**Rating:** 5.0/5.0 stars

_— Karen A._

[Read full review](https://www.g2.com/survey_responses/modelfront-review-7819615)

**["User-friendly MTQE for efficiency gains across the whole localization pipeline"](https://www.g2.com/survey_responses/modelfront-review-7778626)**

**Rating:** 5.0/5.0 stars

_— Daniele G._

[Read full review](https://www.g2.com/survey_responses/modelfront-review-7778626)

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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.

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