# Best Data Labeling Software with MLOps Capabilities

## How Many Data Labeling Software Products Does G2 Track?

**Total Products under this Category:** 116

### Category Stats (Aug 2026)

- **Average Rating:** 4.49/5 (↓0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Datature (+0.08%) - Among all products in this category, Datature recorded the largest rating increase compared to last month

_Last updated: August 07, 2026_

## How Does G2 Rank Data Labeling Software Products?

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

- 30 Analysts and Data Experts
- 1,800+ Authentic Reviews
- 116+ 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 Labeling Software
 ![G2 Grid® for Data Labeling Software plotting products by satisfaction and market presence](https://www.g2.com/categories/data-labeling/grids.png?focus%5B%5D=128515&focus%5B%5D=125020&focus%5B%5D=168222&focus%5B%5D=78925&focus%5B%5D=87452&focus%5B%5D=142739&focus%5B%5D=126287&focus%5B%5D=1563734)

Highlighted products: SuperAnnotate, Roboflow, Encord, Labelbox, Amazon Sagemaker Ground Truth, Sama, V7 Darwin, and Outlier AI.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-labeling/grids.json?focus%5B%5D=superannotate&focus%5B%5D=roboflow&focus%5B%5D=encord&focus%5B%5D=labelbox&focus%5B%5D=amazon-sagemaker-ground-truth&focus%5B%5D=sama&focus%5B%5D=v7-darwin&focus%5B%5D=outlier-ai-outlier-ai)

**Sponsored**

### DMARC Report

Block malware and phishing attacks. A DMARC reporting solution for MSPs, service providers, and businesses who need to monitor and manage a large number of domains for DMARC compliance. Secure and monitor multiple domains with enterprise-grade DMARC management. DMARC Report is a comprehensive email authentication and reporting platform built to give organizations full visibility and control over how their domains are used in email. As phishing, spoofing, and business email compromise attacks continue to rise, simply publishing a DMARC record is no longer enough. DMARC Report helps teams actively monitor DMARC performance, identify unauthorized senders, and confidently move toward enforcement without risking legitimate email delivery. Designed for MSPs, IT service providers, security teams, and growing enterprises, DMARC Report makes it easy to manage DMARC across dozens or even hundreds of domains from a single dashboard. The platform automatically collects, parses, and visualizes DMARC aggregate and forensic reports, transforming complex XML data into clear, actionable insights. Users can instantly see which senders are authentic, which are misaligned, and which may pose a security threat. DMARC Report goes beyond basic reporting by helping organizations understand SPF and DKIM alignment issues that impact both deliverability and security. Detailed source analysis, timeline views, and policy readiness indicators allow teams to troubleshoot authentication problems quickly and prioritize remediation. Real-time alerts notify users of sudden spikes in suspicious activity, helping prevent attacks before they escalate into costly incidents. Built with scale and compliance in mind, DMARC Report supports multi-domain management, role-based access, and team collaboration. MSPs and agencies can easily segment customer domains, provide reporting access, and demonstrate measurable security improvements to clients. For enterprises, the platform simplifies governance by centralizing DMARC oversight while maintaining strict data controls. Privacy and data protection are core to the platform’s design. DMARC Report follows a privacy-first approach to DMARC data handling, making it suitable for organizations operating under strict regulatory and compliance requirements. Unlike tools that prioritize volume over clarity, DMARC Report focuses on accuracy, transparency, and usability—ensuring teams can act on insights without needing deep DMARC expertise. Getting started is fast and straightforward. With guided onboarding and clear recommendations, users can progress from monitoring to quarantine or reject policies with confidence. Flexible pricing tiers accommodate everything from small domain portfolios to high-volume, enterprise-scale environments, with options for annual savings and custom plans. By combining enterprise-grade security, intuitive reporting, and scalable domain management, DMARC Report empowers organizations to protect their brand, improve email deliverability, and reduce the risk of phishing and impersonation attacks. Whether you manage email for a single business or hundreds of clients, DMARC Report provides the visibility and control needed to make DMARC work—at scale and with confidence.

[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=2361&secure%5Bchosen_at%5D=2026-08-09T15%3A19%3A05Z&secure%5Bdisplayable_resource_id%5D=1376&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=156316&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=156316&secure%5Bresource_id%5D=2361&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-labeling%2Ff%2Fmlops&secure%5Btoken%5D=f2ff75ad585a6fd691311110d1637f43608055301e5b49583c484306f6f76ffe&secure%5Burl%5D=https%3A%2F%2Fdmarcreport.com%2Fpricing%2F&secure%5Burl_type%5D=product_website)

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

Labelbox is the leading data-centric AI platform for building intelligent applications. Teams looking to capitalize on the latest advances in generative AI and LLMs use the Labelbox platform to inject these systems with the right degree of human supervision and automation. Whether they are building AI products with custom or foundation models, or using AI to automate data tasks or find business insights, Labelbox enables teams to do so effectively and quickly. The platform is used by Fortune 500 enterprises such as Walmart, P&G, Genentech, and Adobe, and hundreds of leading AI teams. Labelbox is backed by leading investors including SoftBank, Andreessen Horowitz, B Capital, Gradient Ventures (Google's AI-focused fund), and Databricks Ventures.

**Average Rating:** 4.5/5.0

**Total Reviews:** 48

#### How Do G2 Users Rate Labelbox?

- **Labeler Quality:** 9.1/10 (Category avg: 8.9/10)
- **Object Detection:** 8.6/10 (Category avg: 8.9/10)
- **Data Types:** 8.8/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Labelbox?

- **Seller:** [Labelbox](https://www.g2.com/sellers/labelbox)
- **Year Founded:** 2018
- **HQ Location:** San Francisco, California
- **Twitter:** @labelbox  
3,489 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=46b35e20f0b8a1bbee233e1f6d5a6d1a72e4e49ac4f1901248ae276388e42159&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flabelbox%2F&secure%5Burl_type%5D=linkedin_company_website)  
469 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 46% Small, 38% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of Labelbox, highlighting its simple setup and accessible features for project management.
- Users commend the **easy and fast data labeling** process of Labelbox, enhancing workflow and improving data quality effectively.
- Users enjoy the **efficient project management** capabilities of Labelbox, streamlining tasks and enhancing overall organization.
- Users value the **AI capabilities** of Labelbox for simplifying data labeling and improving model accuracy effectively.
- Users find **easy integrations** with Labelbox, enhancing their experience with a user-friendly interface and quick setup.

##### Cons

- Users express frustration with the **lack of features** , feeling limited by the inability to customize and increase task availability.
- Users experience **slow performance** with Labelbox, especially when working with large datasets and output visualizations.
- Users find Labelbox to have **difficult learning** due to its complexity and slow processing with large datasets.
- Users find Labelbox **expensive** and express concerns about the high cost, especially for small-scale users.
- Users express frustration with the **slow processing** speed of Labelbox, delaying project initiation and overall experience.

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

**["LLM Training at it’s finest!"](https://www.g2.com/survey_responses/labelbox-review-11265400)**

**Rating:** 4.5/5.0 stars

_— Staci T._

[Read full review](https://www.g2.com/survey_responses/labelbox-review-11265400)

**["Professional Interface, Simple Setup, Needs Data Update"](https://www.g2.com/survey_responses/labelbox-review-12625977)**

**Rating:** 4.0/5.0 stars

_— Ashish S._

[Read full review](https://www.g2.com/survey_responses/labelbox-review-12625977)

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

- [How do I create a labeled dataset?](https://www.g2.com/discussions/how-do-i-create-a-labeled-dataset)
- [What is label tool?](https://www.g2.com/discussions/what-is-label-tool)
- [How do I download Labelbox?](https://www.g2.com/discussions/how-do-i-download-labelbox) - 2 comments
- [Is Labelbox open source?](https://www.g2.com/discussions/is-labelbox-open-source)

### [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?

- **Labeler Quality:** 9.2/10 (Category avg: 8.9/10)
- **Object Detection:** 9.2/10 (Category avg: 8.9/10)
- **Data Types:** 9.2/10 (Category avg: 8.8/10)
- **Ease of Use:** 8.9/10 (Category avg: 8.8/10)

#### 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)

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

Jaxon’s an AI platform that guides data science teams through the research-design-build process. It combines formal reasoning with an LLM-driven agent to ensure data science teams adhere to best practices. Jaxon explores tradeoffs using simulations to quickly figure out what will work best for each use case. Jaxon continuously improves by accumulating usage patterns and retraining itself on what works and when.

**Average Rating:** 4.5/5.0

**Total Reviews:** 12

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

- **Labeler Quality:** 8.1/10 (Category avg: 8.9/10)
- **Object Detection:** 8.0/10 (Category avg: 8.9/10)
- **Data Types:** 8.1/10 (Category avg: 8.8/10)
- **Ease of Use:** 7.9/10 (Category avg: 8.8/10)

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

- **Seller:** [Jaxon.AI](https://www.g2.com/sellers/jaxon-ai)
- **Year Founded:** 2017
- **HQ Location:** Boston, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=79f0ebe70b8c5e36e864eb6dd0dc5983ba7c7e06c3c22971259a9cec62b44131&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F27103003&secure%5Burl_type%5D=linkedin_company_website)  
36 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 58% Small, 25% Medium

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

**["Generates Amazing Synthetic data that beats real data!"](https://www.g2.com/survey_responses/jaxon-ai-review-8558570)**

**Rating:** 4.5/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/jaxon-ai-review-8558570)

**["A state of the Art Artificial Intelligence"](https://www.g2.com/survey_responses/jaxon-ai-review-8549112)**

**Rating:** 4.5/5.0 stars

_— Ar. Nilanjan P._

[Read full review](https://www.g2.com/survey_responses/jaxon-ai-review-8549112)

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

Everything you need to go from pixels to value

**Average Rating:** 4.3/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate CrowdAI?

- **Labeler Quality:** 10.0/10 (Category avg: 8.9/10)
- **Object Detection:** 8.3/10 (Category avg: 8.9/10)
- **Data Types:** 10.0/10 (Category avg: 8.8/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.8/10)

#### Who Is the Company Behind CrowdAI?

- **Seller:** [CrowdAI](https://www.g2.com/sellers/crowdai)
- **Year Founded:** 2016
- **HQ Location:** San Francisco, US
- **Twitter:** @CrowdAIinc  
261 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=5510e685074a6d5acdf738c86754d2723434f49819d010c9a20c7fff5288db8f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcrowdai%2F&secure%5Burl_type%5D=linkedin_company_website)  
7 employees on LinkedIn®

#### Who Uses This Product?

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

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

**["Crowd AI - The most powerful AI tool"](https://www.g2.com/survey_responses/crowdai-review-8785253)**

**Rating:** 4.5/5.0 stars

_— varsha n._

[Read full review](https://www.g2.com/survey_responses/crowdai-review-8785253)

**["Exploring Crowd.AI"](https://www.g2.com/survey_responses/crowdai-review-8769301)**

**Rating:** 4.0/5.0 stars

_— Harsha T._

[Read full review](https://www.g2.com/survey_responses/crowdai-review-8769301)

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

Watchful is a modern and interactive solution that places the control of data labeling back into the hands of data scientists and subject matter experts. Through our scalable data-centric approach, anyone can holistically explore, classify, annotate and validate any unique dataset to power today’s AI initiatives and business processes. Watchful’s enterprise-ready solution removes the data bottlenecks associated with AI from the start, allowing for the iterative processes of AI, from production to deployment, to be far more cost-effective and scalable. Use Watchful across multiple industries such as manufacturing, retail, finance, life sciences, and more.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Watchful?

- **Labeler Quality:** 10.0/10 (Category avg: 8.9/10)
- **Object Detection:** 8.3/10 (Category avg: 8.9/10)
- **Data Types:** 8.3/10 (Category avg: 8.8/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Watchful?

- **Seller:** [Watchful.io](https://www.g2.com/sellers/watchful-io)
- **Year Founded:** 2018
- **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=4279f20913b32c1998f18e03476c9405bd66117ace5b15f34be97d9df45a1abd&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F15227854&secure%5Burl_type%5D=linkedin_company_website)  
6 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Good software for ideaboility and testing"](https://www.g2.com/survey_responses/watchful-review-9807939)**

**Rating:** 5.0/5.0 stars

_— Anand K._

[Read full review](https://www.g2.com/survey_responses/watchful-review-9807939)

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

Humanloop is the LLM evals platform for enterprises. Teams at Gusto, Vanta and Duolingo use Humanloop to ship reliable AI products. We enable you to adopt best practices for prompt management, evaluation and observability.

#### Who Is the Company Behind Humanloop?

- **Seller:** [Humanloop](https://www.g2.com/sellers/humanloop)
- **Year Founded:** 2020
- **HQ Location:** London, GB
- **Twitter:** @humanloop  
9,707 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e5785e37ae22cff53f31038e802d83ec114613fbbbcdc3984df3349be88abc5e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhumanloop%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

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

The world’s first real-time active learning data annotation platform to accelerate high-quality dataset and computer vision model creation. Label up to 10 hours of video in a single project. Lodestar is a complete management suite for developing computer vision models from video data. Our unique real-time integrated tools can help create production models 4x faster than traditional AI workflows.

#### Who Is the Company Behind Lodestar?

- **Seller:** [Lodestar](https://www.g2.com/sellers/lodestar)
- **Year Founded:** 2019
- **HQ Location:** Cupertino, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b143eb312da847e96e11c737ece25db865cb6007bba27ea7e2d118026b350ef8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F40851032&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

### [Predictly MLOps](https://www.g2.com/products/predictly-mlops/reviews)

Predictly understands how important it is to automate the processes in a business and Predictly is here to help businesses in implementing machine learning with no hassle, which reduces costs and optimizes the overall productivity.

#### Who Is the Company Behind Predictly MLOps?

- **Seller:** [Predictly Tech Labs](https://www.g2.com/sellers/predictly-tech-labs)
- **Year Founded:** 2015
- **HQ Location:** Bangalore, IN
- **Twitter:** @prdictly  
516 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cc6870c8d1da363ecb9968073b31e4b53b8f1428871b55845ee33654318a074b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpredictly-tech-labs%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

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Below are the top-rated Data Labeling Software with MLOps capabilities, as verified by G2’s Research team. Real users have identified MLOps as an important function of Data Labeling Software. Compare different products that offer this feature so you can decide which is best for your business needs.

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