# Best Data Science and Machine Learning Platforms - Page 8

## 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**

### Gemini Enterprise Agent Platform

Google Cloud's comprehensive platform for developers to build, scale, govern and optimize agents and models. It's a single destination for technical teams to build agents that can transform enterprise applications and workflows into powerful agentic systems.

[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=2026-08-10T14%3A11%3A38Z&secure%5Bdisplayable_resource_id%5D=692&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=692&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=21469&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%3D8&secure%5Btoken%5D=ba5cbd06f05b455493bd15dcf6e7e4d3856ec805e5528d0b490f501cd897a68e&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fproducts%2Fgemini-enterprise-agent-platform%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-geap%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url)

### [Deep.BI](https://www.g2.com/products/deep-bi/reviews)

Deep.BI measures content consumption metrics and provides user engagement scoring to power publisher's content delivery, marketing tools and paywalls to grow, engage and retain audiences. Deep.BI collects all kinds of raw event data related to publishing, like reader’s behavior and content performance, and analyzes this data in real-time (sub-second latency between ingestion and data visualization). By collecting first-party raw data (no sampling & no aggregation), publishers get unprecedented flexibility in building their own metrics, reports, and different strategies for different kinds of content. This also allows publishers to quickly test hypotheses on both live and historical data. These dashboards and reports are shareable and customizable across teams making the workload on the analysts much lighter and gives them the ability to deliver what they want to deliver in the way they want and in lightning speeds!

**Average Rating:** 4.4/5.0

**Total Reviews:** 10

#### How Do G2 Users Rate Deep.BI?

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

#### Who Is the Company Behind Deep.BI?

- **Seller:** [Deep.BI](https://www.g2.com/sellers/deep-bi)
- **Year Founded:** 2016
- **HQ Location:** San Francisco, California
- **Twitter:** @\_DeepBI  
962 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cf8b636f916e02468a7c97feb497d1b8663730ad034645a4758c1f0a693dd006&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdeep-bi%2F&secure%5Burl_type%5D=linkedin_company_website)  
18 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 40% Medium

#### What Do G2 Reviewers Say About Deep.BI?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **real-time actionable insights** from Deep.BI, enhancing their ability to analyze customer interactions effectively.
- Users value the **real-time actionable insights** from Deep.BI, enhancing their ability to understand customer behavior swiftly.
- Users value the **real-time actionable insights** from Deep.BI, enhancing data-driven decision-making for their clients.
- Users value the **real-time actionable insights** from Deep.BI, enhancing audience engagement through informed decision-making.
- Users value the **automation capabilities** of Deep.BI, streamlining analytics and enhancing dashboard creation for clients.

##### Cons

- Users find the **coding difficulty** in Deep.BI to be a barrier, complicating their usage of the platform.
- Users find the **confusing interface** of Deep.BI challenging, especially for those without technical expertise.
- Users find the **UI/UX not intuitive** , making it difficult for layman users to navigate and utilize effectively.
- Users find the **poor interface design** challenging for layman users, affecting overall usability and experience.
- Users find the **UI design lacking** , making it difficult for non-technical individuals to navigate the platform effectively.

#### What Are Recent G2 Reviews of Deep.BI?

**["Helpful real-time data processing"](https://www.g2.com/survey_responses/deep-bi-review-10032368)**

**Rating:** 4.0/5.0 stars

_— Frederic G._

[Read full review](https://www.g2.com/survey_responses/deep-bi-review-10032368)

**["Useful for processing data and assessing reports in real time"](https://www.g2.com/survey_responses/deep-bi-review-10391757)**

**Rating:** 4.0/5.0 stars

_— Komal R._

[Read full review](https://www.g2.com/survey_responses/deep-bi-review-10391757)

#### What Are G2 Users Discussing About Deep.BI?

- [What is the three 3 capabilities of BIS business intelligence system?](https://www.g2.com/discussions/what-is-the-three-3-capabilities-of-bis-business-intelligence-system)
- [What are the functions of BI systems?](https://www.g2.com/discussions/what-are-the-functions-of-bi-systems)
- [What are the key capabilities of BI?](https://www.g2.com/discussions/what-are-the-key-capabilities-of-bi)

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

GGML is a tensor library for machine learning, enabling complex models on regular hardware.

**Average Rating:** 4.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate GGML?

- **Application:** 9.2/10 (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 GGML?

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

**["Machine Learning AI"](https://www.g2.com/survey_responses/ggml-review-10190670)**

**Rating:** 4.5/5.0 stars

_— Vikram K._

[Read full review](https://www.g2.com/survey_responses/ggml-review-10190670)

**["Perform high-level machine learning operations on normal hardware"](https://www.g2.com/survey_responses/ggml-review-10221848)**

**Rating:** 5.0/5.0 stars

_— Hazel L._

[Read full review](https://www.g2.com/survey_responses/ggml-review-10221848)

### [Gurobi Optimizer](https://www.g2.com/products/gurobi-optimizer/reviews)

With the Gurobi Optimizer, you can identify provably optimal solutions to the world’s most complex problems—including linear, nonlinear, and quadratic problems—using any combination of continuous and integer variables. Our user-friendly functionalities include multiple objectives, multiple scenarios, solution pools, general constraints, infeasibility analysis, a partition heuristic, Python matrix API, and more—all backed by our 100% PhD-level expert support. Plus, Gurobi is always free for students, faculty, researchers, and even recent graduates. Founded in 2008, Gurobi has operations in the Americas, Europe, and Asia. It serves customers across 40+ industries, including organizations like SAP, Air France, and the National Football League. Discover the Gurobi difference at gurobi.com.

**Average Rating:** 4.6/5.0

**Total Reviews:** 21

#### How Do G2 Users Rate Gurobi Optimizer?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 0.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Gurobi Optimizer?

- **Seller:** [Gurobi](https://www.g2.com/sellers/gurobi)
- **Year Founded:** 2008
- **HQ Location:** Beaverton, OR
- **Twitter:** @gurobi  
5,050 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7440ffb50a30466a4d3d2651ece43095581d2fba690ba99bd6c5b073178d32c3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F511132%2F&secure%5Burl_type%5D=linkedin_company_website)  
209 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 52% Large, 24% Small

#### What Are Recent G2 Reviews of Gurobi Optimizer?

**["Easy to Use with Rich Model Support and Great Documentation"](https://www.g2.com/survey_responses/gurobi-optimizer-review-12708410)**

**Rating:** 4.0/5.0 stars

_— Pang L._

[Read full review](https://www.g2.com/survey_responses/gurobi-optimizer-review-12708410)

**["Optimization Excellence with Gurobi Optimizer"](https://www.g2.com/survey_responses/gurobi-optimizer-review-8464485)**

**Rating:** 4.5/5.0 stars

_— Verified User in Logistics and Supply Chain_

[Read full review](https://www.g2.com/survey_responses/gurobi-optimizer-review-8464485)

#### What Are G2 Users Discussing About Gurobi Optimizer?

- [What algorithms does Gurobi use?](https://www.g2.com/discussions/what-algorithms-does-gurobi-use)
- [Is Gurobi a software?](https://www.g2.com/discussions/is-gurobi-a-software)
- [How much does Gurobi cost?](https://www.g2.com/discussions/how-much-does-gurobi-cost)

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

Iguazio’s AI software enables enterprises to develop, deploy and manage AI applications, drastically shortening the time required to create real business value with AI. Using Iguazio, organizations can develop AI models at scale and in real time, deploy them anywhere (multi-cloud, on-prem or edge), and bring to life their most ambitious AI-driven strategies. Enterprises spanning a wide range of verticals use Iguazio to solve the complexities of MLOps and create business impact through a multitude of ML and Generative AI use cases such as chatbot automation, fraud prediction, real-time recommendation engines and predictive maintenance. Iguazio was acquired by McKinsey & Company in January of 2023 and is now a part of QuantumBlack, McKinsey's AI arm. Iguazio brings data science to life.

**Average Rating:** 4.8/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate Iguazio?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 7.5/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Iguazio?

- **Seller:** [Iguazio](https://www.g2.com/sellers/iguazio)
- **Year Founded:** 2014
- **HQ Location:** Herzliya, IL
- **Twitter:** @iguazio  
929 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dd8c59e1da6ec2e1a43ca849bd0e964e4a610e673f7f71dc10f94d3efe7a2fd7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Figuazio%2F&secure%5Burl_type%5D=linkedin_company_website)  
74 employees on LinkedIn®

#### Who Uses This Product?

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

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **production-ready AI capabilities** of Iguazio, streamlining the ML lifecycle for efficient model deployment.
- Users appreciate the **seamless AI integration** of Iguazio, enhancing efficiency in the ML lifecycle and production readiness.
- Users appreciate the **seamless automation** of Iguazio, enabling efficient transitions from development to production in AI projects.
- Users appreciate the **customization capabilities** of Iguazio, enhancing flexibility and efficiency in managing AI workflows.
- Users appreciate the **deployment ease** of Iguazio, enabling seamless transitions from development to production effortlessly.

##### Cons

- Users find the **complexity** of Iguazio challenging for beginners, and the pricing lacks transparency.
- Users find **cost transparency lacking** in Iguazio, making it challenging for beginners to understand pricing effectively.
- Users find Iguazio **lacking features** like beginner-friendly support and clear pricing, impacting usability and transparency.
- Users find Iguazio's **lack of guidance** challenging, especially beginners struggling with its complexity.
- Users find Iguazio's **learning curve challenging** for beginners, creating hurdles in getting started effectively.

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

**["Iguazio Review: A Production-First MLOps Platform for Scalable AI Deployment"](https://www.g2.com/survey_responses/iguazio-review-11148023)**

**Rating:** 4.5/5.0 stars

_— Vaishali R._

[Read full review](https://www.g2.com/survey_responses/iguazio-review-11148023)

**["Powerful MLOpls platform and amazing support"](https://www.g2.com/survey_responses/iguazio-review-9341928)**

**Rating:** 5.0/5.0 stars

_— George L._

[Read full review](https://www.g2.com/survey_responses/iguazio-review-9341928)

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

- [What is Iguazio used for?](https://www.g2.com/discussions/what-is-iguazio-used-for) - 1 comment

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

Kili Technology is a collaborative AI data platform designed to meet the rigorous needs of building large-scale production-ready AI data securely. Founded in Paris in 2018, Kili Technology caters to a diverse range of industries, including healthcare, financial services, manufacturing, defense, and technology. The platform is engineered to support teams of varying sizes, accommodating anywhere from 1 to over 500 concurrent users, and processes millions of assets annually. The core functionality of Kili Technology lies in its ability to facilitate collaboration among cross-functional teams. Unlike traditional labeling tools that primarily serve machine learning engineers, Kili connects data science teams with business stakeholders and subject matter experts. This integration enhances the AI development lifecycle by streamlining processes from annotation and labeling to validation and model feedback. As a result, users can ensure that the data used for training AI models is not only accurate but also relevant to the specific business context. Kili Technology is particularly beneficial for organizations looking to harness the power of AI while maintaining a high level of data quality. The platform supports various data modalities, allowing teams to work with text, images, audio, and video data seamlessly. This versatility makes it suitable for a wide range of applications, from developing natural language processing models to image recognition systems. By fostering collaboration among different roles within an organization, Kili enhances the overall efficiency of the AI development process. Key features of Kili Technology include an intuitive user interface that simplifies the labeling process, robust tools for data validation, and comprehensive feedback mechanisms that enable continuous improvement of AI models. Additionally, the platform offers advanced analytics capabilities, allowing teams to track progress and identify areas for enhancement. These features collectively empower organizations to build high-quality training datasets that meet the demands of complex AI applications. Kili Technology stands out in the competitive landscape of AI data platforms by prioritizing collaboration and usability. By bridging the gap between technical and non-technical stakeholders, it ensures that the development of AI solutions is a cohesive effort. This approach not only accelerates the time to market for AI initiatives but also enhances the overall quality of the training data, ultimately leading to more effective AI models.

**Average Rating:** 4.7/5.0

**Total Reviews:** 52

#### How Do G2 Users Rate Kili?

- **Ease of Admin:** 9.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Kili?

- **Seller:** [Kili Technology](https://www.g2.com/sellers/kili-technology)
- **Company Website:** kili-technology.com
- **Year Founded:** 2018
- **HQ Location:** Paris, FR
- **Twitter:** @Kili\_Technology  
438 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=528a4a4dc014455d66d25ef4421bc2e8c6ca341820ef9e1a434c4f0e6a6e0e80&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F33266852&secure%5Burl_type%5D=linkedin_company_website)  
48 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 38% Medium, 34% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **ease of use** of Kili's annotation platform and appreciate its comprehensive metrics for projects.
- Users value the **ease of use** and precise metrics for comprehensive project visualization on Kili's annotation platform.
- Users love the **ease of use** offered by Kili, enhancing their annotation experience significantly.
- Users love the **variety of models** available on Kili, enhancing their annotation projects with tailored solutions.

##### Cons

- Users feel that Kili lacks **adequate content updates** , limiting the platform's overall utility and engagement.
- Users feel Kili lacks **adequate content updates** , limiting their overall experience and engagement with the platform.

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

**["Intuitive UX and Quick Installation"](https://www.g2.com/survey_responses/kili-review-12342244)**

**Rating:** 5.0/5.0 stars

_— Hery R._

[Read full review](https://www.g2.com/survey_responses/kili-review-12342244)

**["Ease of Use and Exceptional Efficiency"](https://www.g2.com/survey_responses/kili-review-12354373)**

**Rating:** 5.0/5.0 stars

_— Lantosoa V._

[Read full review](https://www.g2.com/survey_responses/kili-review-12354373)

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

Kortical is an AI Cloud / ML platform that delivers acceleration without sacrificing any control over the model building process. Build AI in code or in the UI, depending on your preference. Key features are: - Powerful SDK and UI interfaces - Exploratory Data Analysis - Data Cleaning & Feature Engineering - Model Building With Interactive AutoML - Experiment Tracking - Explainability - "1 click" Deployment - Instant Apps to create Enterprise Grade ML apps in minutes (code included) The cloud infrastructure is set-up so all you need is a login and you can from raw data to fully deployed model in hours. Using Kortical's app templates Data scientists are empowered to own the process from raw data to fully deployed, enterprise grade application, based on industry leading stack, including Kubernetes, uwsgi and continuous integration. With Kortical you get the best of data scientist and machine and we have a team of data scientists on hand to support you at any stage of your ML solution delivery. Kortical gets more accurate model results than Google AutoML, Azure, Datarobot and more, do reach out to check it out.

**Average Rating:** 5.0/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Kortical?

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

#### Who Is the Company Behind Kortical?

- **Seller:** [Kortical](https://www.g2.com/sellers/kortical)
- **Year Founded:** 2016
- **HQ Location:** London, GB
- **Twitter:** @Kortical\_  
352 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=df7149ad853cdbb9ea09653a30d2483d205d26e9f2fc58b593f955a46f2062df&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkortical%2F&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["AI and machine learning platform that can democratise data science"](https://www.g2.com/survey_responses/kortical-review-4207678)**

**Rating:** 5.0/5.0 stars

_— Simon J._

[Read full review](https://www.g2.com/survey_responses/kortical-review-4207678)

**["A trusted machine-learning partner supercharged with Auto-ML that delivers high ROI"](https://www.g2.com/survey_responses/kortical-review-4207912)**

**Rating:** 5.0/5.0 stars

_— Abdelrahman Z._

[Read full review](https://www.g2.com/survey_responses/kortical-review-4207912)

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

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

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

Observable is a data analysis and exploration platform that helps data analysts and their stakeholders understand their business data, build charts and other visualizations, and communicate insights. Built for teams, powered by AI, and backed by a global community of data practitioners, Observable offers a single workspace for data exploration, custom chart creation, and cross-functional data collaboration. Observable's collaborative whiteboard for data analysis, Observable Canvases, helps analysts with exploratory data analysis, advanced chart creation, and data storytelling. It makes the data analysis process more streamlined by bringing querying, chart creation, and sharing all in one platform. Users can choose between code, UI, or AI, and easily move between all three depending on the task at hand. The AI is also deeply integrated and turnkey, operating transparently on the canvas to allow users to understand, interpret, and fine-tune its results and reasoning, building trust in its recommendations. Additionally, whiteboarding features like comments, illustrations, and annotations help bring stakeholders into the data analysis process to reduce frustrating back-and-forths. Sophisticated data visualizations such as beeswarms, Sankey diagrams, choropleths, and more are available out-of-the-box to enable users to easily create and share expressive, interactive charts. Users can embed charts in internal apps, and generate polished, stakeholder-friendly dashboards in just a few clicks.

**Average Rating:** 4.4/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate Observable?

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

#### Who Is the Company Behind Observable?

- **Seller:** [Observable](https://www.g2.com/sellers/observable)
- **Year Founded:** 2017
- **HQ Location:** San Francisco, US
- **Twitter:** @observablehq  
25,314 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6776e849679a4431bd5d07219ebb678d5fb05bc9821947f5fe646e652d7c0e1d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fobservable%2F&secure%5Burl_type%5D=linkedin_company_website)  
25 employees on LinkedIn®

#### Who Uses This Product?

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

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

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **seamless data exploration** and beautiful visuals offered by Observable's charting features.
- Users love the **real-time collaboration** features of Observable, enhancing teamwork and data exploration effortlessly.
- Users love the **effortless data visualization** capabilities of Observable, enabling seamless exploration and collaboration.
- Users admire the **beautiful visual output** of Observable, enhancing their data storytelling and presentations.
- Users praise the **ease of use** of Observable, allowing effortless coding and collaboration without setup hassles.

##### Cons

- Users find Observable can feel **browser-heavy for large data sets** , impacting performance and user experience.
- Users find Observable can feel **browser-heavy with large data sets** , impacting performance during heavy use.
- Users find Observable **slow in performance** , especially with large data sets or complex applications, impacting usability.

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

**["A Game-Changer for Interactive Data Visualization"](https://www.g2.com/survey_responses/observable-review-11720138)**

**Rating:** 5.0/5.0 stars

_— Stephanie E._

[Read full review](https://www.g2.com/survey_responses/observable-review-11720138)

**["Best place to write interactive Data Visualization tools"](https://www.g2.com/survey_responses/observable-review-8769653)**

**Rating:** 4.5/5.0 stars

_— Anup J._

[Read full review](https://www.g2.com/survey_responses/observable-review-8769653)

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

Obviously AI is the fastest and easiest automated machine learning software that enables anyone to build predictive AI models in minutes, without writing code. All you do is connect your historical data, click a couple of buttons and your predictive AI models will be ready to use in just a matter of minutes. You can share these predictions with your team, simulate what-if scenarios and use our APIs to integrate with your everyday apps & services and automatically take action in real time.

**Average Rating:** 4.0/5.0

**Total Reviews:** 4

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

- **Seller:** [Obviously AI](https://www.g2.com/sellers/obviously-ai)
- **Year Founded:** 2025
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e17e5c91a8084a7a22cef929613ea8c6e3885723df5836571bb07c3db981fc2e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fzamshq&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["Predict without code"](https://www.g2.com/survey_responses/obviously-ai-review-7424828)**

**Rating:** 4.0/5.0 stars

_— Akshay Kumar G._

[Read full review](https://www.g2.com/survey_responses/obviously-ai-review-7424828)

**["Some of the best data scientists in the space"](https://www.g2.com/survey_responses/obviously-ai-review-8256708)**

**Rating:** 4.0/5.0 stars

_— Nico G._

[Read full review](https://www.g2.com/survey_responses/obviously-ai-review-8256708)

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

Built to power the Web's second user, Olostep (olostep.com) is the best web search, scraping and crawling API for AI. Olostep is powering the world's leading AI startups and agents. It transforms complex, JavaScript-heavy websites into clean, structured, LLM-ready data. The API returns formats like Markdown, JSON, HTML, PDF, and screenshots. Olostep is the most reliable and cost-effective solution on the market, suited for scalable business needs. Olostep is one of the few solutions on the market that does not strictly require a monthly subscription. You can buy one-time credits that are valid for 6 months. Get clean data for your AI from any website with Olostep. Test it for free. No credit card required.

**Average Rating:** 4.3/5.0

**Total Reviews:** 2

#### Who Is the Company Behind Olostep?

- **Seller:** [Olostep](https://www.g2.com/sellers/olostep)
- **Year Founded:** 2024
- **HQ Location:** Dover, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a071d3c9cb4b9941682108ade637a4b72e510348c3fe3033ab89115f083b7797&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Folostep%2F&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Effortless AI Data Extraction and Powerful /answer Research"](https://www.g2.com/survey_responses/olostep-review-12823165)**

**Rating:** 4.0/5.0 stars

_— Yasser S._

[Read full review](https://www.g2.com/survey_responses/olostep-review-12823165)

**["Powerful Parser Editor for Building Custom Parsers"](https://www.g2.com/survey_responses/olostep-review-12808631)**

**Rating:** 4.5/5.0 stars

_— Zawwar A._

[Read full review](https://www.g2.com/survey_responses/olostep-review-12808631)

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

Plainsight is a Vision AI platform that helps enterprises turn images and video into actionable operational intelligence. The Plainsight Platform simplifies the full computer vision lifecycle, from data collection and model training to deployment, monitoring, and continuous improvement. With Plainsight, teams can build, manage, and scale custom computer vision solutions that improve visibility, automate manual processes, reduce risk, and uncover insights from real-world environments. Plainsight is designed for enterprises that need production-ready Vision AI across industries such as restaurants, retail, manufacturing, logistics, and other operationally complex environments.For more information, visit https://plainsight.ai.

**Average Rating:** 4.5/5.0

**Total Reviews:** 5

#### Who Is the Company Behind Plainsight?

- **Seller:** [Plainsight](https://www.g2.com/sellers/plainsight)
- **Year Founded:** 2024
- **HQ Location:** Greater Seattle Area, US
- **Twitter:** @PlainsightAI  
1,456 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c63f83fc0f102e59896dfab1cbcf07f746977e4c758404fa6a7261f30bcacc61&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fplainsightai%2F&secure%5Burl_type%5D=linkedin_company_website)  
22 employees on LinkedIn®

#### Who Uses This Product?

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

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **no-code and low-code options** of Plainsight, enhancing accessibility to AI vision capabilities.
- Users appreciate the **no-code and low-code options** , making AI vision more accessible to everyone.
- Users value the **no-code and low-code options** , making AI vision more accessible for everyone.
- Users find the **no-code and low-code options** of Plainsight make AI vision more accessible and user-friendly.
- Users find the **no-code and low-code options** of Plainsight enhance accessibility to AI vision technology.

##### Cons

- Users find the **required expertise** for advanced features challenging, even with no-code/low-code options available.
- Users find that some **advanced features** of Plainsight require technical knowledge despite no-code options available.

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

**["Simplifying AI Vision with Powerful End-to-End Solutions"](https://www.g2.com/survey_responses/plainsight-review-10956680)**

**Rating:** 4.5/5.0 stars

_— Ajit S._

[Read full review](https://www.g2.com/survey_responses/plainsight-review-10956680)

**["An end-to-end innovative AI solution"](https://www.g2.com/survey_responses/plainsight-review-9581873)**

**Rating:** 5.0/5.0 stars

_— Nimish G._

[Read full review](https://www.g2.com/survey_responses/plainsight-review-9581873)

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

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

### [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?

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

#### 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)

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

At Sutra.AI, we understand that you’re not just looking for AI technology; you’re looking for results. That’s why our end-to-end platform is designed to help you achieve your business goals through AI transformation. Unlike other AI platforms that bog you down with high costs and complexity, our patent-pending technology prioritizes outcomes, so you can start seeing results quickly! We work with you to identify the right AI projects for your business, and leverage our innovative AI platform to execute them successfully.

**Average Rating:** 4.0/5.0

**Total Reviews:** 2

#### Who Is the Company Behind SutraAI?

- **Seller:** [Sutra.AI](https://www.g2.com/sellers/sutra-ai)
- **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=5c7e719f39c92cc572ebc5935819d5b729280b687dd279ce4f9c9d8814be42dd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsutra-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
32 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

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

**["User-Friendly, Transparent Automation with Responsive Support"](https://www.g2.com/survey_responses/sutraai-review-12873213)**

**Rating:** 4.5/5.0 stars

_— Verified User in Automotive_

[Read full review](https://www.g2.com/survey_responses/sutraai-review-12873213)

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

TAZI is an Adaptive Machine Learning platform serving business users. TAZI has been chosen as a Cool Vendor in Core AI Technologies by Gartner and is cited as a Responsible, Explainable AI vendor in various analyst reports. Also, Data Science Central considered TAZI as "The Next Generation of Auto ML”. TAZI platform is based on an architecture combining 30+ years of experience and 23 patents in AI. TAZI enables business experts (and data scientists) to easily create, update, deploy and take actions with ML. TAZI models are understandable and learn continuously from streaming data and humans. TAZI helps insurance, retail, pharma, health, finance, manufacturing, and telco industries in making smarter business decisions via democratizing AI. TAZI provides various solutions such as customer retention, churn prediction, sales forecasting, and demand prediction to many companies including Fortune 500 from its offices in San Francisco and Istanbul. We enable human and machine intelligence to work together!

**Average Rating:** 4.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Tazi?

- **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 Tazi?

- **Seller:** [Tazi AI Systems](https://www.g2.com/sellers/tazi-ai-systems)
- **Year Founded:** 2017
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a11e6d2243ad2eb8a0d32b05e6286e69ebf4fd8788e478fb4a6c935af5f1fc22&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftaziai%2F&secure%5Burl_type%5D=linkedin_company_website)  
31 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["The perfect partner of my business!"](https://www.g2.com/survey_responses/tazi-review-10175322)**

**Rating:** 4.5/5.0 stars

_— Jacob H._

[Read full review](https://www.g2.com/survey_responses/tazi-review-10175322)

**["The Real Deal"](https://www.g2.com/survey_responses/tazi-review-10647212)**

**Rating:** 5.0/5.0 stars

_— Catherine M._

[Read full review](https://www.g2.com/survey_responses/tazi-review-10647212)

### [The Cognite AI & Data Platform](https://www.g2.com/products/the-cognite-ai-data-platform/reviews)

The Cognite AI and Data Platform™ is a sophisticated Industrial DataOps solution specifically designed for asset-intensive industries seeking to harness the power of their operational and engineering data. Founded in 2016 and based in Tempe, Arizona, Cognite aims to facilitate the transformation of complex data environments into actionable insights that drive efficiency and innovation across various sectors. This cloud-native platform excels in ingesting and contextualizing data from a multitude of sources, including Information Technology (IT), Operational Technology (OT), and engineering systems. By creating a unified industrial knowledge graph, the Cognite AI and Data Platform integrates data from historians, Enterprise Resource Planning (ERP) systems, Computerized Maintenance Management Systems (CMMS), and even 3D models. This comprehensive approach allows organizations to standardize their data models and utilize robust APIs, enabling secure workspaces that support advanced analytics, interactive dashboards, and AI-driven applications. Targeted primarily at industries that rely heavily on operational data, such as manufacturing, energy, and utilities, the Cognite AI and Data Platform addresses specific use cases that enhance productivity and operational efficiency. For instance, organizations can leverage the platform for production optimization, where real-time data insights lead to improved throughput and reduced operational bottlenecks. Additionally, the platform supports predictive maintenance initiatives, allowing companies to anticipate equipment failures before they occur, thereby minimizing downtime and associated costs. Key features of the Cognite AI and Data Platform include its ability to transform fragmented data into a trusted and contextual foundation, which is crucial for making informed decisions. By providing a centralized repository of data, users gain full ownership and control over their information, facilitating compliance and security. Moreover, the platform’s scalability enables organizations to implement AI initiatives that can evolve with their operational needs, ensuring that they remain competitive in a rapidly changing industrial landscape. Overall, the Cognite AI and Data Platform stands out in the DataOps category by offering a comprehensive solution that not only integrates disparate data sources but also empowers organizations to unlock the full potential of their industrial data. Through its focus on contextualization and user-friendly interfaces, it provides significant value to companies looking to enhance their operational capabilities and drive long-term growth.

**Average Rating:** 4.8/5.0

**Total Reviews:** 3

#### Who Is the Company Behind The Cognite AI & Data Platform?

- **Seller:** [Cognite](https://www.g2.com/sellers/cognite)
- **Company Website:** www.cognite.com
- **Year Founded:** 2016
- **HQ Location:** Tempe, Arizona, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=80aff73d45361e5f5ba168a39616c619209173e33fd9ef5a87a4ca221c2570e3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcognitedata&secure%5Burl_type%5D=linkedin_company_website)  
760 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Are Recent G2 Reviews of The Cognite AI & Data Platform?

**["Empowers Data Contextualization with Ease and Trust"](https://www.g2.com/survey_responses/the-cognite-ai-data-platform-review-12948927)**

**Rating:** 5.0/5.0 stars

_— Jeremy K._

[Read full review](https://www.g2.com/survey_responses/the-cognite-ai-data-platform-review-12948927)

**["Connects Nearly Any Industrial Data Source into a Common Source of Truth"](https://www.g2.com/survey_responses/the-cognite-ai-data-platform-review-12951453)**

**Rating:** 5.0/5.0 stars

_— Adam G._

[Read full review](https://www.g2.com/survey_responses/the-cognite-ai-data-platform-review-12951453)

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

Automate your Business with ready to use Machine Learning

**Average Rating:** 3.0/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Trendskout?

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

#### Who Is the Company Behind Trendskout?

- **Seller:** [Trendskout](https://www.g2.com/sellers/trendskout)
- **Year Founded:** 2019
- **HQ Location:** Ghent, BE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1ac301fb9c1b3906554cdb7d364ef45c7c79ef4a31a94c69c05120e346543a82&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftrendskout&secure%5Burl_type%5D=linkedin_company_website)  
17 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

- [‹ Prev‹ Prev](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=7#product-list)
- [1](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score#product-list)
- [2](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=2#product-list)
- …
- [4](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=4#product-list)
- [5](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=5#product-list)
- [6](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=6#product-list)
- [7](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=7#product-list)
- 8
- [9](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=9#product-list)
- [10](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=10#product-list)
- [11](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=11#product-list)
- [12](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=12#product-list)
- …
- [69](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=69#product-list)
- [70](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=70#product-list)
- [Next ›Next ›](/categories/data-science-and-machine-learning-platforms?hs_amp=true&order=g2_score&page=9#product-list)

Spotlight Categories

[Help Desk Software](https://www.g2.com/categories/help-desk)

[Marketing Automation Software](https://www.g2.com/categories/marketing-automation)

[Spend Management Software](https://www.g2.com/categories/spend-management)

[Customer Service Automation Software](https://www.g2.com/categories/customer-service-automation)

[A/B Testing Tools](https://www.g2.com/categories/a-b-testing-tools)

Similar Categories

- [Active Learning Tools](/categories/active-learning-tools)
- [Agentic AI](/categories/agentic-ai)
- [AI Avatar Generators](/categories/ai-avatar-generators)
- [AI Gateways](/categories/ai-gateways)
- [AI Governance Tools](/categories/ai-governance-tools)

- [AI Note-Taking Software](/categories/ai-note-taking-software)
- [AI Orchestration](/categories/ai-orchestration)
- [AI Proposal Generator Tools](/categories/ai-proposal-generator-tools)
- [AI Search Visibility Optimization Tools](/categories/ai-search-visibility-optimization-tools)
- [AI Security Posture Management (AI-SPM) Tools](/categories/ai-security-posture-management-ai-spm-tools)

- [AI Security Solutions](/categories/ai-security-solutions)
- [AI Storyboard Generators](/categories/ai-storyboard-generators)
- [AI Voice Assistants](/categories/ai-voice-assistants)
- [AI Voice Dictation](/categories/ai-voice-dictation)
- [AI Writing Assistant](/categories/ai-writing-assistant)

[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