# Best Data Science and Machine Learning Platforms - Page 9

## How Many Data Science and Machine Learning Platforms Products Does G2 Track?

**Total Products under this Category:** 1,043

### Category Stats (Aug 2026)

- **Average Rating:** 4.46/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** FalkorDB (+5.88%) - Among all products in this category, FalkorDB recorded the largest rating increase compared to last month

_Last updated: August 01, 2026_

## How Does G2 Rank Data Science and Machine Learning Platforms Products?

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

- 30 Analysts and Data Experts
- 14,200+ Authentic Reviews
- 1,043+ 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 Data Science and Machine Learning Platforms
 ![G2 Grid® for Data Science and Machine Learning Platforms plotting products by satisfaction and market presence](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.png?focus%5B%5D=10470&focus%5B%5D=21469&focus%5B%5D=1327283&focus%5B%5D=67045&focus%5B%5D=10938&focus%5B%5D=1308796&focus%5B%5D=24457&focus%5B%5D=162504)

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, Snowflake, IBM watsonx.data, MATLAB, and Hex.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.json?focus%5B%5D=databricks&focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-automl&focus%5B%5D=snowflake&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=matlab&focus%5B%5D=hex-tech-hex)

**Sponsored**

### Meltwater

Meltwater empowers companies with a suite of solutions that spans media, social, and consumer intelligence. Since 2001, we’ve helped organizations harness the world’s data in real time to fuel smarter decisions, stronger performance and sustainable growth. By analyzing nearly 1 billion pieces of content each day and transforming them into vital insights, Meltwater unlocks the competitive edge needed to drive results. With 27,000 customers, 50 offices across six continents and 2,200 employees, Meltwater is the industry partner of choice for global brands making an impact. We activate the power of data so businesses can make smarter, faster decisions. With the most robust dataset across media, social, consumer trends – and now insights into how large language models (LLMs) shape brand visibility – we give companies a complete view of the conversations, behaviors, and signals influencing their markets. Our powerful AI turns this breadth of data into actionable insights, empowering teams across PR, communications and marketing to confidently drive strategy. -- Mira Studio (AI-Powered Media, Market, and Brand Intelligence Assistant) Key features - Natural language querying - Automated insights - Structured reports - Trend-spotting and explanations with suggested actions - Integrated throughout the full Meltwater Platform - Integrates with Copilot and Slack What is Mira Studio? Mira Studio is Meltwater’s conversational AI teammate for media, market, and brand intelligence. Mira Studio helps PR, comms, and marketing teams cut through complexity and reduce time spent on manual analysis, with prompt-driven reporting, briefing, simplified data exploration, and real-time answers. Who uses Mira Studio? Teams that need quick and shareable insights while reducing manual time spent digging through data. Mira Studio converts Meltwater data into summaries, visuals, and provides explanations through natural language interaction. Get to the why of what’s happening, not just the what. -- Media Intelligence for PR (Media Monitoring and Analysis Platform) Key capabilities - Monitor 6M different media sources - Unlimited search - Real-time alerts - Journalist identification - Competitive benchmarking - Unified, shareable reporting - Predictive analytics for mention forecasting - Brand-level sentiment What is Meltwater Media Intelligence? Meltwater’s media intelligence platform monitors and analyzes earned media coverage through tracking brand mentions and narratives across news, print, broadcast, podcasts, and social media. This enables faster response times to trends or feedback through real-time awareness of message penetration, emerging risks, and consumer sentiment. Who Uses Meltwater Media Intelligence? PR and comms teams use Meltwater Media Intelligence to strengthen PR strategies with accurate measurement of brand impact across media sources. With journalist outreach capabilities within a single platform, PR efforts are streamlined for better results. -- Social Listening and Analytics Key capabilities - Monitoring 200B+ social conversations - Analysis of 300M+ social profiles - Influencer identification - Shareable reporting across earned, owned, and paid social - Brand-level sentiment and predictive analytics for brand measurement and forecasting - AI agents for Boolean search creation and management - AI-powered insights summarize brand and topic narratives - Access to Meltwater API What is Meltwater Social Listening and Analytics? Meltwater social listening and analytics is an integrated platform providing monitoring and AI-powered analysis for billions of social conversations. Connect consumer insights to social strategy and marketing campaigns for a seamless approach to brand promotion, quicker crisis response, and powerful competitor insights without data caps. Who uses Meltwater Social Listening? Marketing and social teams in charge of consumer, competitor, and industry insights. -- Influencer Management (Klear – Influencer Relationship Management Platform) Key capabilities - Database of 30M+ global creator profiles - AI-driven influencer discovery and recommendations - Influencer vetting and brand safety analysis - AI-driven outreach and relationship management - Campaign management and creator collaboration tools - Performance benchmarking and ROI tracking - Competitive influencer intelligence What is our influencer management solution? Klear is Meltwater’s influencer discovery and influencer relationship management solution. Vet, manage, and measure influencers and campaigns at scale from within a single tool. AI-powered influencer recommendations improves targeting accuracy, providing better matches and influencing better ROI. Who uses our influencer management solution? Marketing, PR, and Influencer teams use Klear for implementing and scaling their influencer campaigns. Outreach, gifting, payment, analysis and reporting can all be managed through our platform. -- Enterprise and Professional Services Key capabilities - Analyst-led insights and reporting - Custom data configurations - Enterprise-grade support and delivery What is Meltwater Enterprise and Professional Services? Customized intelligence solutions and professional services from Meltwater experts supports large enterprises with advanced or bespoke requirements. This service provides complex data analysis and reporting that go beyond standard product workflows, and ensures fast and accurate delivery for high-stakes or large-scale intelligence needs.

[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=692&secure%5Bchosen_at%5D=2026-08-10T22%3A21%3A35Z&secure%5Bdisplayable_resource_id%5D=350&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=2814&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=2814&secure%5Bresource_id%5D=692&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%3FhsCtaTracking%3De3fe859b-0d36-4cf8-85cf-2151a5747412%257C0a9149f6-4ddb-4dc0-a892-b48cdaf4aa2d%26page%3D9&secure%5Btoken%5D=629a692f836dd8a718b4f41941e29ab746b5aa8f57b6d294a4af9e1375a95a74&secure%5Burl%5D=https%3A%2F%2Fwww.meltwater.com%3Futm_source%3Dpaid-3rd-party%26utm_medium%3Dg2%26utm_campaign%3Dpaid-3rd-party-g2%26utm_content%3Ddemo-request&secure%5Burl_type%5D=custom_url)

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

Ultralytics provides an end-to-end vision AI ecosystem that helps organizations turn images and video into actionable insights. Its widely adopted Ultralytics YOLO models deliver fast, accurate computer vision across object detection, segmentation, classification, pose estimation, oriented object detection, semantic segmentation, tracking, and depth estimation. The latest recommended model, Ultralytics YOLO26, is designed for efficient, production-ready inference across cloud, edge, mobile, and embedded environments. Developers and enterprises use Ultralytics across manufacturing, healthcare, automotive, agriculture, retail, logistics, and robotics for applications such as quality inspection, patient monitoring, inventory tracking, crop analysis, autonomous navigation, and workplace safety. Ultralytics Platform brings the complete computer vision lifecycle into one unified workspace. Teams can manage and annotate datasets, train YOLO models using cloud or local resources, track experiments, deploy models globally, export to optimized formats, and monitor production inference. This reduces the complexity of combining separate tools and helps teams move from raw visual data to production-ready applications faster. Ultralytics combines an accessible developer experience with the performance, scalability, and deployment flexibility required by enterprises. Models support deployment across cloud infrastructure and hardware ranging from servers and GPUs to cameras, mobile devices, and edge accelerators. The Ultralytics open-source community includes more than 135,000 GitHub stars and 1,100 contributors. Ultralytics software has surpassed 306 million downloads and powers close to 3.5 billion YOLO usages every day, demonstrating its widespread adoption by developers and organizations worldwide.

**Average Rating:** 5.0/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Ultralytics?

- **Natural Language Understanding:** 3.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Ultralytics?

- **Seller:** [Ultralytics](https://www.g2.com/sellers/ultralytics)
- **Company Website:** ultralytics.com
- **Year Founded:** 2022
- **HQ Location:** 5001 Judicial Way Frederick, MD 21703, USA
- **Twitter:** @ultralytics  
8,876 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f9175139aa5218dcfaaf7d33edd3c5560fb99bb1b88cf141dbdd2209ce595e77&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fultralytics&secure%5Burl_type%5D=linkedin_company_website)  
37 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **deployment ease** of Ultralytics, enabling quick and efficient adaptations for various applications.
- Users value the **ease of use** in Ultralytics, as it allows for quick deployment and customization.
- Users value the **efficiency** of Ultralytics for rapid deployment and customization on edge devices.
- Users value the **efficient deployment** capabilities of Ultralytics, enabling optimized models for edge devices like Jetson ORIN.
- Users benefit from **efficient automation** for training and deploying models on edge devices like Jetson ORIN.

##### Cons

- Users find the **documentation lacking** in detail and timeliness, leading to confusion and misunderstandings.
- Users find the **documentation lacking for advanced deployment scenarios** , making certain tasks more complex than necessary.
- Users find the **documentation confusing** due to outdated information and AI-generated responses leading to misunderstandings.
- Users face challenges with **deployment issues** , citing inadequate documentation for advanced scenarios and codec support problems.
- Users often find **insufficient learning resources** , with outdated documentation and unclear initial responses causing confusion.

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

**["Easy - Fast - Very good results at first try"](https://www.g2.com/survey_responses/ultralytics-review-11773857)**

**Rating:** 5.0/5.0 stars

_— Verified User in Logistics and Supply Chain_

[Read full review](https://www.g2.com/survey_responses/ultralytics-review-11773857)

**["Edge devices support is Incredible"](https://www.g2.com/survey_responses/ultralytics-review-11773759)**

**Rating:** 5.0/5.0 stars

_— Sahil P._

[Read full review](https://www.g2.com/survey_responses/ultralytics-review-11773759)

### [Wallaroo.ai](https://www.g2.com/products/wallaroo-ai/reviews)

Easy Production AI at Scale: Any Model, Any Hardware, Anywhere. Purpose built for production AI, so AI teams stay lean and nimble. Enabling you to get to value fast for your cloud analytics, edge AI and gen AI initiatives.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Wallaroo.ai?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Wallaroo.ai?

- **Seller:** [Wallaroo](https://www.g2.com/sellers/wallaroo)
- **Year Founded:** 2017
- **HQ Location:** New York, US
- **Twitter:** @Wallarooai  
736 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ae7741d33336baa091509507daf25dcba1171740726f34ae28f4cd0247e65607&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fwallarooai&secure%5Burl_type%5D=linkedin_company_website)  
44 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Wallaroo.ai?

**["Elevates Machine Learning Deployment and Monitoring"](https://www.g2.com/survey_responses/wallaroo-ai-review-12679117)**

**Rating:** 4.5/5.0 stars

_— Shahid A._

[Read full review](https://www.g2.com/survey_responses/wallaroo-ai-review-12679117)

**["Good tool"](https://www.g2.com/survey_responses/wallaroo-ai-review-9509056)**

**Rating:** 4.5/5.0 stars

_— Ankit M._

[Read full review](https://www.g2.com/survey_responses/wallaroo-ai-review-9509056)

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

Zepl let you use data science to analyze your cloud data warehouse in minutes. Customers use Zepl for all kinds of use cases, including predictive analytics, marketing analytics, preventive maintenance, security, anomaly detection, sales forecasting, product recommendations and more. Zepl is an extensible, cloud-based data science and analytics platform for enterprise teams. With Zepl, teams of data analysts and data scientists can use Python, R, Spark, Scala, and SQL to find insights and make predictions about their most important business challenges, as well as package and present their findings using built-in advanced visualizations.

**Average Rating:** 4.4/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate Zepl?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 10.0/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Zepl?

- **Seller:** [DataRobot](https://www.g2.com/sellers/datarobot)
- **Year Founded:** 2012
- **HQ Location:** Boston, Massachusetts
- **Twitter:** @DataRobot  
19,225 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=89c9e24da6d788dc433c6745ca09b189b87261921021a529df2781df784a2983&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2672915%2F&secure%5Burl_type%5D=linkedin_company_website)  
886 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 60% Medium, 40% Small

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

**["Clean, Intuitive Collaboration That Streamlines Workflows"](https://www.g2.com/survey_responses/zepl-review-13208726)**

**Rating:** 4.5/5.0 stars

_— Atharva S._

[Read full review](https://www.g2.com/survey_responses/zepl-review-13208726)

**["Versatile language good productivity"](https://www.g2.com/survey_responses/zepl-review-9830124)**

**Rating:** 4.0/5.0 stars

_— Dilip S._

[Read full review](https://www.g2.com/survey_responses/zepl-review-9830124)

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

Our platform generates and repairs scraping code, adapting to website changes on the fly. With our no-code, easy-to-use interface, companies can scale their web data extraction efforts without the tedious task of building scraping bots for each individual website.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Afinsys?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 6.7/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Afinsys?

- **Seller:** [Affinsys](https://www.g2.com/sellers/affinsys)
- **Year Founded:** 2017
- **HQ Location:** Dubai, AE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4e2170f368c29f974dc7be6cef81c24fc1570f8fa240f6c8db793264584e1a6f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faffinsys-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
73 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Affinsys: Easy AI Solutions for Better Customer Experience"](https://www.g2.com/survey_responses/afinsys-review-10251568)**

**Rating:** 5.0/5.0 stars

_— Aman K._

[Read full review](https://www.g2.com/survey_responses/afinsys-review-10251568)

### [Altair Knowledge Studio](https://www.g2.com/products/altair-knowledge-studio/reviews)

Advanced Machine Learning and Artificial Intelligence Data scientists and business analysts use Altair to generate actionable insight from their data. Knowledge Studio is a market-leading easy to use machine learning and predictive analytics solution that rapidly visualizes data as it quickly generates explainable results - without requiring a single line of code. A recognized analytics leader, Knowledge Studio brings transparency and automation to machine learning with features such as AutoML and Explainable AI without restricting how models are configured and tuned, giving you control over model building. Key Features: - No Code Machine Learning Modeling - Transparent, Explainable AI - Predictive to Prescriptive Analytics

**Average Rating:** 4.0/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate Altair Knowledge Studio?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Altair Knowledge Studio?

- **Seller:** [Altair](https://www.g2.com/sellers/altair-186799f5-3238-493f-b3ad-b8cac484afd7)
- **Year Founded:** 1985
- **HQ Location:** Troy, MI
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bc40bf531df2ca2bbac9a40324b3bf94e73c14f7ec2b90b9b64c29defbdba7b7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F8323%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,774 employees on LinkedIn®
- **Ownership:** NASDAQ:ALTR
- **Total Revenue (USD mm):** $458

#### Who Uses This Product?

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

#### What Are Recent G2 Reviews of Altair Knowledge Studio?

**["Excellent Tool for Fast Analytics"](https://www.g2.com/survey_responses/altair-knowledge-studio-review-1765262)**

**Rating:** 5.0/5.0 stars

_— Verified User in Financial Services_

[Read full review](https://www.g2.com/survey_responses/altair-knowledge-studio-review-1765262)

**["The best data mining tool"](https://www.g2.com/survey_responses/altair-knowledge-studio-review-3575348)**

**Rating:** 5.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/altair-knowledge-studio-review-3575348)

#### What Are G2 Users Discussing About Altair Knowledge Studio?

- [What is Altair Knowledge Studio used for?](https://www.g2.com/discussions/what-is-altair-knowledge-studio-used-for)

### [Ango Hub](https://www.g2.com/products/ango-hub/reviews)

For organizations driving advancements in traditional AI and generative AI, iMerit delivers comprehensive, software-delivered solutions that encompass high-quality data annotation, enrichment, and model fine-tuning across multimodal datasets, including text, images, audio, video, and sensor data. By combining state-of-the-art technology with human expertise, iMerit empowers businesses to develop precise AI models, from traditional supervised learning systems to cutting-edge generative AI applications. Unlike generic service providers, iMerit specializes in secure, scalable, and domain-specific solutions, enabling innovation and performance in the most demanding AI and machine learning initiatives. For developers of traditional AI applications iMerit provides best in class data annotation tooling, workflow automation and a highly skilled workforce within a single end-to-end solution. The unique combination of technology, talent and techniques produces the highest quality data in the industry for machine learning. For developers of Generative AI applications iMerit provides the tools, automation and domain experts for accurate model evaluation and fine turning. The solution combines the technology and human-in-the-loop domain experts for all forms of supervised reinforcement learning. Services include corpus creation, data augmentation, RLHF, RAG fine tuning, chain of thought reasoning and red-teaming for greater model precision. Visit www.imerit.net to learn more.

**Average Rating:** 4.8/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate Ango Hub?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Ango Hub?

- **Seller:** [iMerit Technology](https://www.g2.com/sellers/imerit-technology)
- **Year Founded:** 2012
- **HQ Location:** San Jose, California, United States
- **Twitter:** @iMeritDigital  
1,654 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=50579eab085f50024270e219c3ca7e79e15c11881d9356c9c8c51119762023c0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fimerit&secure%5Burl_type%5D=linkedin_company_website)  
6,415 employees on LinkedIn®

#### Who Uses This Product?

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

#### What Do G2 Reviewers Say About Ango Hub?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **AI integration capabilities** of iMerit Ango Hub, enhancing data synchronization and overall project efficiency.
- Users value the **annotation efficiency** of iMerit Ango Hub, enhancing productivity in complex AI/ML projects.
- Users value the **customization options** of iMerit Ango Hub, enabling tailored solutions for diverse AI/ML needs.
- Users value the **high-quality labeled data** provided by iMerit Ango Hub, enhancing their complex AI/ML projects.
- Users appreciate the **robust machine learning capabilities** of Ango Hub, enabling effective data handling for complex projects.

##### Cons

- Users find the **complexity of the platform** necessitates extensive training, making it less accessible for some users.
- Users find the platform's **steep learning curve** necessitates dedicated training for effective usage and understanding.

#### What Are Recent G2 Reviews of Ango Hub?

**["Easy to use. Very intuitive"](https://www.g2.com/survey_responses/ango-hub-review-10867815)**

**Rating:** 5.0/5.0 stars

_— Verified User in Automotive_

[Read full review](https://www.g2.com/survey_responses/ango-hub-review-10867815)

**["Performant for video-based tasks"](https://www.g2.com/survey_responses/ango-hub-review-5412382)**

**Rating:** 5.0/5.0 stars

_— Ezra O._

[Read full review](https://www.g2.com/survey_responses/ango-hub-review-5412382)

#### What Are G2 Users Discussing About Ango Hub?

- [What is Ango Hub used for?](https://www.g2.com/discussions/what-is-ango-hub-used-for)

### [Apache Zeppelin packaged by Data Science Dojo](https://www.g2.com/products/apache-zeppelin-packaged-by-data-science-dojo/reviews)

Apache Zeppelin is an open-source tool that equips you with a web-based notebook that can be used for machine learning operations, interactive data analytics, visualization, and exploration. Vibrant designs and pictures generated can save time for users in the identification of key trends in data and ultimately accelerates the decision-making processes. This offer not only contains different pre-installed interpreters but also allows you to plug in your own various language backends for desirability. Apache Zeppelin supports many data sources which allow you to synthesize your data to visualize into interactive plots and charts. You can also create dynamic forms in your notebook and can share your notebook with collaborators. Note: You’ll have to sign up to Azure, for free, if you do not have an existing account.

**Average Rating:** 3.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Apache Zeppelin packaged by Data Science Dojo?

- **Application:** 6.7/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Apache Zeppelin packaged by Data Science Dojo?

- **Seller:** [Data Science Dojo](https://www.g2.com/sellers/data-science-dojo)
- **HQ Location:** Redmond, US
- **Twitter:** @DataScienceDojo  
227,307 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0eeb4cdd9243c2e239636aac0e754a931061e270d462ae47f9a7186d4049544f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdata-science-dojo&secure%5Burl_type%5D=linkedin_company_website)  
185 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

Artivatic empowers insurance, broker & re-insurance businesses and developers to re-imagine insurance products for the next billion users. Artivatic builds low-cost, modular API infrastructure so that you can go live in a matter of days, not months. The Artivatic is developing its propertioery cutting edge solutions to enable enterprises for 1 Billion people to get access to insurance, financial and health benefits with alternative data sources to increase their productivity, efficiency, automation power, and profitability, hence improving their way of doing business more intelligently seamlessly. Artivatic offers insurance underwriting, distribution, sales, agent efficiency, enabling branches /offices to go digital, fraud, prediction, personalization, recommendation, risk profiling, consumer profiling intelligence, KYC Automation & Compliance, automated decisions, monitoring, claims processing, sentiment/psychology behaviour, auto insurance claims, travel insurance, disease prediction, device based health profiling, wellness, APIs, and more. It enables businesses to have in-depth multi source data focused intelligence & decisions. Our Pilots have demonstrated more than 50% of efficiency, 90% reduction in turnaround time, 80% better fraud identification, 70% less cost reduction, more than 60% consumer engagement, more than 40% better risk delinquencies identification and intelligence in near real time. Call us at 08041502526 for more info or write to layak@artivatic.ai

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Artivatic?

- **Seller:** [Artivatic.ai](https://www.g2.com/sellers/artivatic-ai)
- **Year Founded:** 2018
- **HQ Location:** Gurugram, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2b4d29247a9ce7de4bd28551764e1134a11883430d90f6da35c7c6aab3eca4ff&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fartivatic&secure%5Burl_type%5D=linkedin_company_website)  
107 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

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

**["Good analystics platform"](https://www.g2.com/survey_responses/artivatic-review-668969)**

**Rating:** 5.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/artivatic-review-668969)

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

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

### [C3 AI Suite](https://www.g2.com/products/c3-ai-suite/reviews)

C3 Ex Machina allows you to fuse together and visually explore data across multiple datasets to build smart customer segments, predict asset failure, and understand your future business needs.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate C3 AI Suite?

- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind C3 AI Suite?

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

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of C3 AI Suite?

**["Best suitable for the current world and as latest technologies"](https://www.g2.com/survey_responses/c3-ai-suite-review-3581535)**

**Rating:** 4.5/5.0 stars

_— sameer b._

[Read full review](https://www.g2.com/survey_responses/c3-ai-suite-review-3581535)

#### What Are G2 Users Discussing About C3 AI Suite?

- [What is C3 AI Suite used for?](https://www.g2.com/discussions/c3-ai-suite-what-is-c3-ai-suite-used-for)
- [What is C3 AI Suite used for?](https://www.g2.com/discussions/what-is-c3-ai-suite-used-for)

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

Chooch makes cameras intelligent. The Chooch AI Vision platform combines the power of Generative AI and Computer Vision technology to help businesses gain real-time actionable insights from their video and visual data. Chooch's AI technology instantly detects specific visuals, objects, and actions in videos and images, including critical anomalies and instantly comprehends their significance, sending real-time alerts to business systems to initiate further action. It does this in a fraction of the time a human being could. Businesses use Chooch to automate repetitive, manual video review tasks, making searching video data more efficient and allowing businesses to reallocate human resources to higher value activities. Chooch is being used across many different applications including detecting retail theft, monitoring workplace safety, detecting weapons, monitoring self-check out, digital asset management, and more.

**Average Rating:** 4.0/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Chooch?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 10.0/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Chooch?

- **Seller:** [Chooch](https://www.g2.com/sellers/chooch)
- **Year Founded:** 2015
- **HQ Location:** San Mateo, California
- **Twitter:** @Chooch\_AI  
1,714 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=877c44de906800122c59a9f3e88681db633e0ba95d2fa09773f428d077afa9e3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fchooch%2F&secure%5Burl_type%5D=linkedin_company_website)  
50 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["Chooch is a gamechanger in its field."](https://www.g2.com/survey_responses/chooch-review-8752556)**

**Rating:** 4.0/5.0 stars

_— Pratim G._

[Read full review](https://www.g2.com/survey_responses/chooch-review-8752556)

**["Driving revolution through AI Engine"](https://www.g2.com/survey_responses/chooch-review-9516689)**

**Rating:** 4.0/5.0 stars

_— Aman A._

[Read full review](https://www.g2.com/survey_responses/chooch-review-9516689)

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

CoPilot-AI is an advanced tactical decision-support system designed to enhance wildfire management through the integration of cutting-edge Artificial Intelligence technologies. Developed by an interdisciplinary team at Maynooth University, CoPilot-AI leverages drones, robotics, sensors, and machine learning to construct a Common Operational Picture (COP) digital platform. This platform facilitates smart multi-thematic sensor data capture, automated data fusion, deep learning analysis, and effective information sharing, thereby enabling more informed and timely decision-making during wildfire events. Key Features and Functionality: - AI-Driven Data Analysis: Utilizes machine learning algorithms to process and interpret complex data sets, providing actionable insights for wildfire management. - Drone and Robotic Sensing Platforms: Employs advanced drones and robotic systems for real-time monitoring and data collection in wildfire-affected areas. - Automated Data Fusion: Integrates data from various sensors and sources to create a comprehensive and cohesive operational picture. - Dynamic Terrain and Scene Analysis: Analyzes changing environmental conditions to assess risk and predict wildfire behavior. - Multi-Criteria Risk Modeling: Evaluates multiple factors to model and predict potential wildfire risks, aiding in proactive management strategies. Primary Value and Problem Solved: CoPilot-AI addresses the critical need for improved wildfire response and management by providing a unified platform that enhances situational awareness and decision-making capabilities. By integrating AI technologies with real-time data collection and analysis, it enables emergency response teams to make informed decisions swiftly, reducing the threat to human life and minimizing economic and environmental damage caused by wildfires. This system streamlines coordination among various agencies and organizations involved in wildfire response, ensuring a more efficient and effective approach to managing these natural disasters.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind CoPilot-AI?

- **Seller:** [CoPilot-AI](https://www.g2.com/sellers/copilot-ai-bb04b437-7b24-47ca-b423-70df19003b15)
- **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 CoPilot-AI?

**["Reliable Copilot With Valuable, Well-Sourced Information"](https://www.g2.com/survey_responses/copilot-ai-review-12703056)**

**Rating:** 5.0/5.0 stars

_— Verified User in Hospital & Health Care_

[Read full review](https://www.g2.com/survey_responses/copilot-ai-review-12703056)

### [Data Science Wizards](https://www.g2.com/products/data-science-wizards/reviews)

Data Science Wizards (DSW) is building UnifyAI OS - the Enterprise AI Operating System (AI OS) for regulated and hybrid enterprises. As AI moves from experimentation into execution-especially with the rise of agentic systems- enterprises face a fundamental question: How do we build, deploy, operate, and govern AI continuously, safely, and at scale as part of the enterprise itself? DSW Enterprise AI OS enables enterprises to: • Build, integrate, deploy, orchestrate, govern, monitor, and continuously operate AI/ML and agentic workloads • Treat AI use cases, AI workloads, and AI applications as long-running production systems • Enforce governance-as-code at runtime, not through static policy documents • Retain full ownership of all AI artifacts and source code built by the enterprise • Run AI entirely inside customer-controlled environments (on-premises, local, private cloud, hybrid) • Integrate a broad AI ecosystem without vendor lock-in DSW is defining a new infrastructure category: Enterprise AI Operating Systems.

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Data Science Wizards?

- **Seller:** [Data Science Wizards](https://www.g2.com/sellers/data-science-wizards)
- **Year Founded:** 2019
- **HQ Location:** Thane, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8eb3f747feec741f93a0d307ea67c22c5c8c7b31f83df6ab877860a9b9e795ae&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdata-science-wizards&secure%5Burl_type%5D=linkedin_company_website)  
65 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Data Science Wizards?

**["Overall better experiance"](https://www.g2.com/survey_responses/data-science-wizards-review-8439710)**

**Rating:** 4.0/5.0 stars

_— MELVIN T._

[Read full review](https://www.g2.com/survey_responses/data-science-wizards-review-8439710)

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

DeepDetect is a deep learning API and server that is written in C++11 to makes deep learning easy to work with and integrate into existing applications.

**Average Rating:** 3.5/5.0

**Total Reviews:** 1

#### Who Is the Company Behind DeepDetect?

- **Seller:** [JoliBrain](https://www.g2.com/sellers/jolibrain)
- **HQ Location:** Toulouse,
- **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 DeepDetect?

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

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

An ultra-low latency Graph Database that perfects the Knowledge Graph for GraphRAG. Effectively overcoming the existing limitations of RAG for GenAI & Large Language Models (LLM).

**Average Rating:** 4.5/5.0

**Total Reviews:** 7

#### How Do G2 Users Rate FalkorDB?

- **Ease of Admin:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind FalkorDB?

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

**["Multiple Graphs in One Place Makes Workflows Effortless"](https://www.g2.com/survey_responses/falkordb-review-13096610)**

**Rating:** 4.5/5.0 stars

_— Albert L._

[Read full review](https://www.g2.com/survey_responses/falkordb-review-13096610)

**["Fast, Scalable Graph with Effortless Integration"](https://www.g2.com/survey_responses/falkordb-review-13096847)**

**Rating:** 5.0/5.0 stars

_— Jamil M._

[Read full review](https://www.g2.com/survey_responses/falkordb-review-13096847)

### [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?

- **Natural Language Understanding:** 0.0/10 (Category avg: 8.2/10)
- **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)

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[Browse Data Science and Machine Learning Platforms Themes](/categories/data-science-and-machine-learning-platforms/themes)

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

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

Updated April 22, 2026

Data science and machine learning (DSML) platforms provide tools to build, deploy, and monitor machine learning (ML) algorithms by combining data with intelligent, decision-making models to support business solutions. These platforms may offer prebuilt algorithms and visual workflows for nontechnical users or require more advanced development skills for complex model creation.

Core capabilities of data science and machine learning (DSML) software

To qualify for inclusion in the Data Science and Machine Learning (DSML) Platforms category, a product must:

- Present a way for developers to connect data to algorithms so they can learn and adapt
- Allow users to create ML algorithms and offer prebuilt algorithms for novice users
- Provide a platform for deploying AI at scale

How DSML software differs from other tools

DSML platforms differ from traditional platform-as-a-service (PaaS) offerings by providing ML–specific functionality, such as prebuilt algorithms, model training workflows, and automated features that reduce the need for extensive data science expertise.

Insights from G2 Reviews on DSML software

According to G2 review data, users highlight the value of streamlined model development, ease of deployment, and options that support both nontechnical and advanced practitioners through visual interfaces or coding-based workflows.

Show More