# Best Active Learning Tools for Small Business

## How Many Active Learning Tools Products Does G2 Track?

**Total Products under this Category:** 148

### Category Stats (Aug 2026)

- **Average Rating:** 4.57/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** FiftyOne (+1.01%) - Among all products in this category, FiftyOne recorded the largest rating increase compared to last month

_Last updated: August 14, 2026_

## How Does G2 Rank Active Learning Tools Products?

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

- 30 Analysts and Data Experts
- 900+ Authentic Reviews
- 148+ 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 Active Learning Tools
 ![G2 Grid® for Active Learning Tools plotting products by satisfaction and market presence](https://www.g2.com/categories/active-learning-tools/grids.png?focus%5B%5D=125020&focus%5B%5D=128515&focus%5B%5D=1375554&focus%5B%5D=1212094&focus%5B%5D=168222&focus%5B%5D=126603)

Highlighted products: Roboflow, SuperAnnotate, Amazon Augmented AI, FiftyOne, Encord, and Dataloop.

Underlying data: [Grid® JSON](https://www.g2.com/categories/active-learning-tools/grids.json?focus%5B%5D=roboflow&focus%5B%5D=superannotate&focus%5B%5D=amazon-augmented-ai&focus%5B%5D=voxel51-fiftyone&focus%5B%5D=encord&focus%5B%5D=dataloop-dataloop&segment=small-business)

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

Roboflow has everything you need to build and deploy computer vision applications. Over 1,000,000 users from businesses of every size — from startups to public companies — use the company's end-to-end platform for image and video collection, organization, annotation, preprocessing, model training, and deployment. Roboflow provides tools for each step in the computer vision deployment lifecycle and integrates with your existing solutions so you can tailor your pipeline to meet your needs.

**Average Rating:** 4.7/5.0

**Total Reviews:** 155

#### Who Is the Company Behind Roboflow?

- **Seller:** [Roboflow](https://www.g2.com/sellers/roboflow)
- **Year Founded:** 2019
- **HQ Location:** Remote, US
- **Twitter:** @roboflow  
13,577 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=660f87d85fdd82e0f1cecfe2354a16103bb5a6f5508134496575ec655201678c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F36096640&secure%5Burl_type%5D=linkedin_company_website)  
144 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Founder, Researcher
- **Top Industries:** Computer Software, Research
- **Company Size:** 78% Small, 14% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **intuitive interface** of Roboflow, enabling efficient annotation and seamless collaboration for computer vision projects.
- Users value the **efficiency** of Roboflow, praising its streamlined dataset management that saves time and reduces errors.
- Users appreciate the **annotation efficiency** of Roboflow, enjoying streamlined dataset management that saves time and reduces errors.
- Users appreciate the **easy data labelling process** in Roboflow, which streamlines annotation and enhances team collaboration.
- Users appreciate the **powerful and versatile features** of Roboflow, enhancing academic projects and computer vision tasks.

##### Cons

- Users find Roboflow **expensive** , especially for students, as key features require paid plans for privacy and customization.
- Users note a **lack of features** for advanced analytics and customization on lower-tier plans in Roboflow.
- Users find **limited functionality** in Roboflow, facing challenges like feature restrictions and lack of flexibility in advanced tasks.
- Users experience **annotation issues** with Roboflow, often needing extensive manual adjustments for accuracy and efficiency.
- Users find **inefficient labeling** management cumbersome, needing manual organization and lacking shortcuts for smoother annotation completion.

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

**["Speeds up our agri‑CV research"](https://www.g2.com/survey_responses/roboflow-review-12692685)**

**Rating:** 5.0/5.0 stars

_— Alexey K._

[Read full review](https://www.g2.com/survey_responses/roboflow-review-12692685)

**["Roboflow Makes Computer Vision Projects Easy to Build, Train, and Deploy"](https://www.g2.com/survey_responses/roboflow-review-12984362)**

**Rating:** 5.0/5.0 stars

_— noah r._

[Read full review](https://www.g2.com/survey_responses/roboflow-review-12984362)

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

SuperAnnotate bridges the gap between cutting-edge AI innovation and the high-quality human data that powers it - helping advanced AI teams build more intelligent models. With a global network of thousands of rigorously vetted experts, ethical and scalable managed operations, precise talent matching, and purpose‑built technology, SuperAnnotate delivers full project visibility and unmatched data quality. SuperAnnotate powers complex annotation, evaluation, and reinforcement learning workflows to build, evaluate and align frontier AI. Trusted by innovators like Databricks, IBM and ServiceNow - and backed by NVIDIA, Dell Technologies Capital, Databricks Ventures, Cox Enterprises, and Lionel Messi’s Play Time VC - SuperAnnotate enables the world’s top AI teams to build responsible and state‑of‑the‑art models with human data.

**Average Rating:** 4.8/5.0

**Total Reviews:** 354

#### Who Is the Company Behind SuperAnnotate?

- **Seller:** [SuperAnnotate](https://www.g2.com/sellers/superannotate)
- **Company Website:** superannotate.com
- **Year Founded:** 2018
- **HQ Location:** San Francisco, CA
- **Twitter:** @superannotate  
720 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ed4d3a394b0ca2eaac6c63041f9bd1bf14ee26538d356cd977a2b0f50c15f4d1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F18999422%2F&secure%5Burl_type%5D=linkedin_company_website)  
361 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Student, Data Trainer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 57% Small, 23% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **intuitive interface** of SuperAnnotate, making large-scale annotation projects easy to manage and efficient.
- Users appreciate the **user-friendly interface** of SuperAnnotate, which enhances the efficiency and accuracy of their annotation tasks.
- Users value the **annotation efficiency** of SuperAnnotate, enabling quick, consistent, and high-quality annotations across diverse projects.
- Users commend the **efficiency** of SuperAnnotate, appreciating the time saved and the streamlined annotation process.
- Users value SuperAnnotate for its **high-quality annotations** , ensuring consistent and efficient collaboration and management of projects.

##### Cons

- Users notice **performance issues** with SuperAnnotate, particularly related to loading times and occasional technical glitches.
- Users experience **slow performance** with SuperAnnotate, particularly during image cropping and handling large projects.
- Users find the **difficult learning** curve for advanced features challenging, impacting their overall experience with SuperAnnotate.
- Users find the **complexity of the platform** daunting, particularly for new users navigating advanced features.
- Users find a **lack of guidance** in SuperAnnotate, making it challenging for newcomers to navigate advanced features effectively.

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

**["Easy-to-Use Data Organization and Powerful Image-Splitting Tools"](https://www.g2.com/survey_responses/superannotate-review-13146852)**

**Rating:** 5.0/5.0 stars

_— Doniaa K._

[Read full review](https://www.g2.com/survey_responses/superannotate-review-13146852)

**["Streamlined Data Annotation with Ease"](https://www.g2.com/survey_responses/superannotate-review-13215367)**

**Rating:** 5.0/5.0 stars

_— EMAN S._

[Read full review](https://www.g2.com/survey_responses/superannotate-review-13215367)

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

- [What is your experience with SuperAnnotate for data annotation, and what would you like to see improved?](https://www.g2.com/discussions/what-is-your-experience-with-superannotate-for-data-annotation-and-what-would-you-like-to-see-improved) - 1 comment
- [How do I annotate an image in OpenCV?](https://www.g2.com/discussions/how-do-i-annotate-an-image-in-opencv)
- [Is SuperAnnotate free?](https://www.g2.com/discussions/is-superannotate-free)
- [How do you use SuperAnnotate?](https://www.g2.com/discussions/how-do-you-use-superannotate)
- [What is SuperAnnotate?](https://www.g2.com/discussions/what-is-superannotate) - 1 comment, 2 upvotes

### [Amazon Augmented AI](https://www.g2.com/products/amazon-augmented-ai/reviews)

Amazon Augmented AI (Amazon A2I) is a fully managed service that simplifies the integration of human reviews into machine learning (ML) workflows, ensuring high accuracy in ML predictions. By providing pre-built workflows and customizable options, Amazon A2I enables developers to incorporate human judgment into their ML applications without the need to build and manage complex human review systems. Key Features and Functionality: - Pre-Built Workflows: Amazon A2I offers ready-to-use workflows for common ML use cases, such as content moderation with Amazon Rekognition and text extraction with Amazon Textract. - Customizable Workflows: Developers can create custom workflows tailored to their specific needs, integrating human reviews into any ML application, including those built with Amazon SageMaker. - Flexible Workforce Options: Users can choose from a variety of human reviewers, including their own private workforce, a workforce of over 500,000 independent contractors via Amazon Mechanical Turk, or pre-screened vendors experienced in human review tasks. - Confidence Thresholds and Sampling: Amazon A2I allows setting confidence thresholds to route low-confidence predictions for human review or implementing random sampling to audit predictions, ensuring a balance between accuracy and cost-effectiveness. Primary Value and Problem Solved: Amazon A2I addresses the challenge of ensuring high accuracy in ML predictions by seamlessly incorporating human judgment into automated workflows. This integration is particularly valuable in scenarios where ML models may struggle with low-confidence predictions or require human oversight for sensitive data. By reducing the complexity and cost associated with building human review systems, Amazon A2I enables organizations to deploy ML solutions more confidently and efficiently, ensuring that critical decisions are informed by both machine intelligence and human expertise.

**Average Rating:** 4.5/5.0

**Total Reviews:** 66

#### Who Is the Company Behind Amazon Augmented AI?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 40% Small, 33% Medium

#### What Are Recent G2 Reviews of Amazon Augmented AI?

**["Strong AI Validation Platform for Enterprise Use"](https://www.g2.com/survey_responses/amazon-augmented-ai-review-12963924)**

**Rating:** 5.0/5.0 stars

_— Vineet C._

[Read full review](https://www.g2.com/survey_responses/amazon-augmented-ai-review-12963924)

**["Reliable Human-in-the-Loop AI with Seamless AWS Integration"](https://www.g2.com/survey_responses/amazon-augmented-ai-review-12999391)**

**Rating:** 4.0/5.0 stars

_— Angad S._

[Read full review](https://www.g2.com/survey_responses/amazon-augmented-ai-review-12999391)

### [FiftyOne](https://www.g2.com/products/voxel51-fiftyone/reviews)

FiftyOne by Voxel51 is the leading data platform for physical AI. Without the right data, even the smartest AI models fail. FiftyOne gives machine learning engineers the power to deeply understand and evaluate their visual datasets—across images, videos, 3D point clouds, geospatial, and medical data. With over 2.8 million open source installs and customers like Walmart, GM, Bosch, Medtronic, and the University of Michigan Health, FiftyOne is an indispensable tool for building computer vision systems that work in the real world, not just in the lab. FiftyOne, combines open-source flexibility with enterprise-grade capabilities to help teams understand and analyze their multimodal data, annotate the right samples, close quality and coverage gaps, and build models that perform reliably in the real world. Proven impact with FiftyOne: ⬆️30% increase in model accuracy ⏱️5+ months of development time saved 📈30% boost in team productivity Learn more about FiftyOne: ✏️Annotation: Adopt smart data selection techniques with auto-labeling and manual workflows to curate first and prioritize the most valuable data to label. 🔍Data Curation and Management: Explore and curate your datasets with precision. Get insights into distribution, diversity, coverage, and more to optimize AI performance. Analyze billions of samples, hosted securely on your infrastructure, whether in the cloud or on-premise. 📊Model Evaluation: Quickly identify what’s driving model failures or successes. From aggregate performance metrics to sample-level diagnostics, diagnose failure modes and edge cases preventing your models from reaching optimal performance in production. At Voxel51, we empower hundreds of thousands of ML engineers around the world to unlock data insights to maximize model performance.

**Average Rating:** 4.5/5.0

**Total Reviews:** 25

#### Who Is the Company Behind FiftyOne?

- **Seller:** [Voxel51](https://www.g2.com/sellers/voxel51)
- **Year Founded:** 2018
- **HQ Location:** Ann Arbor, US
- **Twitter:** @Voxel51  
1,624 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=134956ddf898eacf9ea1c4cb96fac4f9f8b538f1d2309a2a1a7da036e8a2aeac&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fvoxel51&secure%5Burl_type%5D=linkedin_company_website)  
63 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 68% Small, 24% Medium

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

**["Built a working AI coaching plugin on FiftyOne in a hackathon weekend"](https://www.g2.com/survey_responses/fiftyone-review-13227837)**

**Rating:** 5.0/5.0 stars

_— Paramjeet S._

[Read full review](https://www.g2.com/survey_responses/fiftyone-review-13227837)

**["Accessible, Intuitive UI That Makes Dataset Exploration Effortless"](https://www.g2.com/survey_responses/fiftyone-review-13222110)**

**Rating:** 5.0/5.0 stars

_— Sems K._

[Read full review](https://www.g2.com/survey_responses/fiftyone-review-13222110)

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

Encord is the universal data layer for AI. The platform helps AI teams train and run their models with the right data - managing, curating, annotating, and aligning data across the full AI lifecycle. Encord works with over 300 leading AI teams, including Woven by Toyota, Zipline, AXA, and Flock Safety. Confidentially build production AI with rich multimodal data. Encord is SOC 2, AICPA SOC, HIPAA, and GDPR compliant.

**Average Rating:** 4.8/5.0

**Total Reviews:** 65

#### Who Is the Company Behind Encord?

- **Seller:** [Encord](https://www.g2.com/sellers/encord)
- **Year Founded:** 2020
- **HQ Location:** San Francisco, US
- **Twitter:** @encord\_team  
1,014 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b5b79c871099fa074d165dec60c3345148d0ae005f29a546864b838e8a7500a8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F69557125&secure%5Burl_type%5D=linkedin_company_website)  
205 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Hospital & Health Care
- **Company Size:** 51% Small, 40% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **responsive customer support** from Encord, ensuring quick assistance during their project needs.
- Users praise Encord for its **annotation efficiency** , streamlining workflows and enhancing speed in data curation tasks.
- Users value the **intuitive interface and seamless integration** of Encord's annotation tools for efficient data workflow.
- Users appreciate the **efficiency** of Encord, highlighting smooth workflows and quick integration that enhances their productivity.
- Users value Encord's **intuitive interface and seamless integration** , enhancing their workflows with efficient data curation and support.

##### Cons

- Users find **complex automation** challenging, though the supportive team helps navigate the intricacies of custom workflows.
- Users find it challenging to stay current due to **frequent updates** , but support from the team is helpful.
- Users find the **lack of guidance** challenging due to rapid feature updates, despite helpful customer support.

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

**["Strong video labeling platform with excellent support"](https://www.g2.com/survey_responses/encord-review-12281672)**

**Rating:** 5.0/5.0 stars

_— Angela S._

[Read full review](https://www.g2.com/survey_responses/encord-review-12281672)

**["Built for fast model development cycles"](https://www.g2.com/survey_responses/encord-review-12219596)**

**Rating:** 5.0/5.0 stars

_— Brian E._

[Read full review](https://www.g2.com/survey_responses/encord-review-12219596)

### [Dataloop](https://www.g2.com/products/dataloop-dataloop/reviews)

Dataloop is a cutting-edge AI Development Platform that's transforming the way organizations build AI applications. Our platform is meticulously crafted to cater to developers at the heart of the AI development process, making it simpler and more intuitive to work with data and AI models. Our comprehensive solution spans the full AI development lifecycle, offering tools and functionalities that streamline data management, annotation, model selection, and deployment. Dataloop's platform is built with a focus on collaboration, allowing developers, data scientists, and engineers to work together seamlessly, breaking down traditional silos and fostering innovation. Key features include an intuitive drag-and-drop interface for constructing data pipelines, a vast library of pre-built AI elements and models, and robust data curation and annotation capabilities. These features are designed to empower developers to rapidly prototype, iterate, and deploy AI solutions, keeping pace with the fast-evolving demands of the market. Dataloop is committed to advancing AI development by providing a developer-centric platform that addresses the complexities and challenges of AI and data management. Our vision is to democratize AI development, enabling every organization to harness the power of AI and drive forward their innovative solutions.

**Average Rating:** 4.4/5.0

**Total Reviews:** 87

#### Who Is the Company Behind Dataloop?

- **Seller:** [Dataloop](https://www.g2.com/sellers/dataloop)
- **Year Founded:** 2017
- **HQ Location:** Herzliya, IL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=da9efd7c177fd7b05cc561f5bccd297b04f67ce9561db7a8c8492155b1c98891&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdataloop&secure%5Burl_type%5D=linkedin_company_website)  
52 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 39% Medium, 33% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Dataloop, finding the intuitive UI and annotation simple and effective.
- Users appreciate the **annotation efficiency** of Dataloop, enjoying a simple interface that enhances the overall experience.
- Users value the **easy annotation** capabilities of Dataloop, benefitting from its simple and intuitive interface.
- Users love the **simple and easy-to-navigate interface** of Dataloop, enhancing their overall experience with the tool.
- Users appreciate the **easy integrations** of Dataloop, enhancing their existing workflows effortlessly.

##### Cons

- Users find the **UI changes complicated** , making the overall experience with Dataloop less intuitive.
- Users find the **confusing syntax** of Dataloop frustrating, particularly after recent UI changes that impacted usability.
- Users find the **difficult navigation** due to UI changes to be confusing, impacting their overall experience.
- Users feel that the **lack of communication** from the community is hindering their overall experience with Dataloop.
- Users feel the lack of a **demo section for first-time users** hinders their onboarding experience with Dataloop.

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

**["A journey into Data workflow with Dataloop."](https://www.g2.com/survey_responses/dataloop-review-9633025)**

**Rating:** 4.0/5.0 stars

_— Dennis R._

[Read full review](https://www.g2.com/survey_responses/dataloop-review-9633025)

**["I have had a smooth and convenient time every day I am working on Dataloop"](https://www.g2.com/survey_responses/dataloop-review-9624539)**

**Rating:** 5.0/5.0 stars

_— Mzamil J._

[Read full review](https://www.g2.com/survey_responses/dataloop-review-9624539)

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

- [What are data annotations?](https://www.g2.com/discussions/dataloop-what-are-data-annotations) - 1 comment
- [What are data annotations?](https://www.g2.com/discussions/what-are-data-annotations) - 1 comment
- [Is Dataloop free?](https://www.g2.com/discussions/dataloop-is-dataloop-free) - 1 comment
- [Is Dataloop free?](https://www.g2.com/discussions/is-dataloop-free) - 1 comment
- [What are the industries that Dataloop supports?](https://www.g2.com/discussions/dataloop-what-are-the-industries-that-dataloop-supports) - 1 comment

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