# Top Free Data Science and Machine Learning Platforms - Page 4

## 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=162504&focus%5B%5D=1308796&focus%5B%5D=142374)

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

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=hex-tech-hex&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=deepnote)

**Sponsored**

### Cloudera

Cloudera is the only hybrid data and AI platform company that large organizations trust to bring AI to their data anywhere it lives. Unlike other providers, Cloudera delivers a consistent cloud experience that converges public clouds, on-prem data centers, and the edge, leveraging a proven open-source foundation. As the pioneer in big data, Cloudera empowers businesses to apply AI and assert control over 100% of their data, in all forms, improving security, governance, and real-time and predictive insights. The world’s largest brands across all industries rely on Cloudera to transform decision-making and ultimately boost bottom lines, safeguard against threats, and save lives. The Cloudera data and AI platform includes: Cloudera AI: Deploy and scale any AI model, anywhere. Cloudera brings compute to governed data where it lives for Private AI anywhere by design. Complete control, security, and governance of mission-critical data, models, agents, and inference ensure faster sovereign AI deployments. Cloudera Data-in-Motion: Make fast decisions from real-time data anywhere. Move data with any structure from any source to any destination seamlessly across hybrid environments, enabling in-the-moment business-critical decisions by processing and analyzing real-time data anywhere, from the edge to AI, as business happens. Cloudera Open Data Lakehouse: Process any data, anywhere, for actionable insights. Make smart decisions with an open data lakehouse powered by Apache Iceberg that delivers trusted, reliable, and unified data to fuel agents, AI applications, and analytics, improving collaboration, breaking silos, and simplifying sharing. Cloudera Unified Data Fabric: Unify security and governance across the entire data estate. Move beyond fragmented data management: Break down silos and connect disparate data sources intelligently and securely to provide a unified view of all organizational data and centralized end-to-end control across complex hybrid data environments.

[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=2026-08-06T03%3A06%3A53Z&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=1886&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%2Ffree%3Fcategory_id%3Ddata-science-and-machine-learning-platforms%26locale%3Dit%26page%3D4&secure%5Btoken%5D=091fe28f7fdb2ecede206f827d10cb7b4906c01586e85e6e139d0c71010c86a2&secure%5Burl%5D=https%3A%2F%2Fwww.cloudera.com%2Fproducts%2Fcloudera-data-platform%2Fcdp-demos.html%3Finternal_link%3Dp18%23get-started&secure%5Burl_type%5D=custom_url)

### [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)

### [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)

### [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% Large, 50% Small

#### 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)

### [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?

**["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)

**["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)

### [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)

### [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)

### [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)

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

Struggling to keep your scoring models up to date every time marketing campaigns or product features are launched? Meet Forwrd, the easiest way to build accurate scoring models that literally become smarter every day, learning from new data in real time. Build a self-learning scoring model that automatically identifies new conversion-impacting factors in your data and updates itself, without any manual work. Scores can be pushed into the business apps employees use daily (e.g., SFDC, HubSpot, Slack) to enable frontline employees to focus on their best prospects and customers. ✅ No more manual updates to your scoring method as your marketing evolves. ✅ Your model gets smarter every day by learning from fresh data. ✅ Accurate scoring means focusing on your AAA leads. ✅ Connect your CRM, HubSpot, product analytics, ticketing system, and more! ✅ No need for analysts or data teams. There's a reason B2B SaaS leaders like Jasper.ai, AppsFlyer, and WalkMe use Forwrd to focus on their best leads, MQLs, PQLs, SQLs, and customers. – "4X more PQLs", PowToon – "48% more opportunities", AppsFlyer – "21% more qualified pipeline", Totango – "31% better retention", WalkMe

**Average Rating:** 4.8/5.0

**Total Reviews:** 32

#### How Do G2 Users Rate Forwrd?

- **Ease of Admin:** 9.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Forwrd?

- **Seller:** [Forwrd](https://www.g2.com/sellers/forwrd)
- **Year Founded:** 2021
- **HQ Location:** Tel Aviv-Yafo, IL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0631f745f0bf7734b30ee61e05ca5b2e5eb732e0405bfe4c54c36c396c144d90&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F74519590&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 66% Medium, 16% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Forwrd's interface to be **exceptionally easy to use** , enabling efficient data model development and analysis.
- Users appreciate the **ease of building machine learning models** with Forwrd, streamlining data analysis and improving efficiency.
- Users praised the **seamless onboarding and integration** of Forwrd, enhancing their experience and efficiency in model building.
- Users highlight the **intuitive dashboard** , enabling easy data exploration and efficient machine learning model building.
- Users value the **automation capabilities** of Forwrd, which streamline their data analysis and modeling processes efficiently.

##### Cons

- Users face **learning difficulties** initially but can overcome them with guidance from support, enabling successful model building.

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

**["Access to AI/machine learning for normies!"](https://www.g2.com/survey_responses/forwrd-review-10519268)**

**Rating:** 4.5/5.0 stars

_— Stuart W._

[Read full review](https://www.g2.com/survey_responses/forwrd-review-10519268)

**["Transparent, ML-Powered BI"](https://www.g2.com/survey_responses/forwrd-review-10064071)**

**Rating:** 5.0/5.0 stars

_— Josh R._

[Read full review](https://www.g2.com/survey_responses/forwrd-review-10064071)

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

Exploratory Data Analysis and Predictive Modelling. Faster and more powerful insights with no-code. On a mission to build the best no-code data analytics tool. More powerful than dashboards & more intuitive than notebooks. We allow non-technical people to explore their data, and help technical people save time.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Graphext?

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

#### Who Is the Company Behind Graphext?

- **Seller:** [Graphext](https://www.g2.com/sellers/graphext)
- **Year Founded:** 2017
- **HQ Location:** Madrid, ES
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f862184048b372fb4d44e5fd7f3f32b12036714199e47cc6fceec86ecb3a81a8&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgraphext&secure%5Burl_type%5D=linkedin_company_website)  
23 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

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

**["Graphext - A multi purpose tool for data exploration and visualization"](https://www.g2.com/survey_responses/graphext-review-9408365)**

**Rating:** 4.5/5.0 stars

_— Brajesh S._

[Read full review](https://www.g2.com/survey_responses/graphext-review-9408365)

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

Harumi.io is an AI platform for Operations Research. Our AI translates business rules from real-economy companies (manufacturing, retail, logistics) into mathematical models and writes the code that will be used to simulate customer scenarios and find the one in which resources are used as efficiently as possible. Learn more at https://harumi.io/.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Harumi?

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

#### Who Is the Company Behind Harumi?

- **Seller:** [Harumi](https://www.g2.com/sellers/harumi)
- **Year Founded:** 2024
- **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=8e0c28f7816ce533b15a490a678d29135d3c8892dce49a32543d358305321f54&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fharumi-io&secure%5Burl_type%5D=linkedin_company_website)  
11 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Using the platform accelerated the operations research tasks inside our company"](https://www.g2.com/survey_responses/harumi-review-11385015)**

**Rating:** 5.0/5.0 stars

_— Verified User in Health, Wellness and Fitness_

[Read full review](https://www.g2.com/survey_responses/harumi-review-11385015)

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