---
title: Hive Data Reviews
meta_title: 'Hive Data Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 10 reviews by the users' company size, role or industry to
  find out how Hive Data works for a business like yours.
aggregate_rating:
  rating_value: 4.4
  review_count: 10
  scale: '5'
date_modified: '2026-05-05'
parent_category:
  name: Artificial Intelligence
  url: https://www.g2.com/categories/artificial-intelligence
---

# Hive Data Reviews
**Vendor:** Hive.ai  
**Category:** [Data Labeling Software](https://www.g2.com/categories/data-labeling)  
**Average Rating:** 4.4/5.0  
**Total Reviews:** 10
## About Hive Data
Founded in 2013, Hive is a pioneering AI company specialized in computer vision and deep learning. Hive is focused on powering innovators across industries with practical AI solutions and data labeling, grounded in the world&#39;s highest quality visual and audio metadata. The company solves challenges for enterprises through three main pillars of the business: Hive Data, Hive Predict, and Hive Enterprise. Hive Data is the world&#39;s largest distributed data labeling platform with over 2 million registered contributors globally. Hive Predict is our set of proprietary deep learning models, powering AI for corporate clients. Hive Enterprise packages applied industry solutions, integrating proprietary models with client datasets and systems.




## Hive Data Reviews
  ### 1. Best Application for Logo & Brand Exposure

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ajeet P. | Senior Software Test Engineer, Small-Business (50 or fewer emp.)

**Reviewed Date:** September 21, 2021

**What do you like best about Hive Data?**

Best technology to recognize the brand which used to promote in specific location or event, quick to understand the application, reduce the manual efforts to search the patterns

**What do you dislike about Hive Data?**

overlapped images, not well recognized by HIve Data, need to improve on speed to capture the events

**What problems is Hive Data solving and how is that benefiting you?**

Brand advertisement requires data set to execute them, I use to collect the information about the place, location, event and then start running ads on selected location only

  ### 2. Hive data review

**Rating:** 4.0/5.0 stars

**Reviewed by:** Gaurav Y. | Senior Big Data Developer, Information Technology and Services, Enterprise (> 1000 emp.)

**Reviewed Date:** December 28, 2021

**What do you like best about Hive Data?**

Support of different type of queries, compatible with hdfs and hql is very easy to Lear if one knows sql, compatible with tez engine

**What do you dislike about Hive Data?**

Slow query performence, column default not possible insert update not possible

**Recommendations to others considering Hive Data:**

Good tools less traing required if you know sql

**What problems is Hive Data solving and how is that benefiting you?**

Storing data querying making audit tables and giving coustmer access as required

  ### 3. Managed Data Solution

**Rating:** 4.0/5.0 stars

**Reviewed by:** ADARSH S. | System Engineer, Enterprise (> 1000 emp.)

**Reviewed Date:** December 03, 2021

**What do you like best about Hive Data?**

It has a great feature to manage the data and build AI solutions on top of it.

**What do you dislike about Hive Data?**

Training videos should be made available on a public platform to use the tool.

**What problems is Hive Data solving and how is that benefiting you?**

We are currently providing insights from the data and data model to the client.

  ### 4. Hive Data helped us label our data for training set and listing images

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Hospitality | Mid-Market (51-1000 emp.)

**Reviewed Date:** November 24, 2021

**What do you like best about Hive Data?**

The accuracy of the labeling, Helped a lot in the accuracy of our ML models

**What do you dislike about Hive Data?**

The pre trained models weren't very useful for us, so we had to just resort to labelled data.

**What problems is Hive Data solving and how is that benefiting you?**

We are trying to solve the identification of listing into different categories so that we can accurately set expectations for our guests who are booking a listing on the platform.

  ### 5. Good data warehouse infrastructure to use

**Rating:** 3.5/5.0 stars

**Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.)

**Reviewed Date:** December 21, 2021

**What do you like best about Hive Data?**

I like the flexibility of features it provides for analyzing bigdata and infrastructure overall

**What do you dislike about Hive Data?**

There is nothing much of drawback to think of in it.

**What problems is Hive Data solving and how is that benefiting you?**

I solved data warehousing through Hive Data and also to process the data in other softwares also.

  ### 6. Best Tool For Brand Recognition and automated valuation

**Rating:** 4.5/5.0 stars

**Reviewed by:** Verified User in Management Consulting | Small-Business (50 or fewer emp.)

**Reviewed Date:** January 12, 2022

**What do you like best about Hive Data?**

Easiness for querying the data, accurate ML models, structured data pipelines.

**What do you dislike about Hive Data?**

Pre-trained models fail to deliver what is expected.

**What problems is Hive Data solving and how is that benefiting you?**

Brand recognition and media value generation, sponsorship valuations etc

  ### 7. Hive Review

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Computer Software | Enterprise (> 1000 emp.)

**Reviewed Date:** September 28, 2021

**What do you like best about Hive Data?**

Query large datasets: Hive can query and manage huge datasets stored in Hadoop Distributed File System.

**What do you dislike about Hive Data?**

Hive is not designed for the OLTP (Online transaction processing). We can use it for OLAP.

**What problems is Hive Data solving and how is that benefiting you?**

HiveQL is a declarative language like SQL.

  ### 8. Undoubtedly the best crowdfunding work on the web 

**Rating:** 5.0/5.0 stars

**Reviewed by:** Ronald S. | Financial Manager, Small-Business (50 or fewer emp.)

**Reviewed Date:** January 31, 2019

**What do you like best about Hive Data?**

Undoubtedly this application has many advantages, visually I like your presentation, the way your presentation is designed allows you to navigate clearly.
You can see the available tasks, the individual and general statistics, your payment information.
The initial screen presents all the necessary information, in addition there are always jobs available, much of the information and guides within the page you can get it in Spanish.
It has a lot of time in the market and is very serious people, the level of failure allowed is greater than that of other similar pages. 

**What do you dislike about Hive Data?**

Among the points of improvement are the following aspects:
Within the payment options, only verified Paypal accounts are offered, for many countries and users it is an inconvenience, they must expand their range of payment operators for workers outside the USA.
Compared to other similar companies, they pay less for similar activities, although it makes up for it because they always have tasks available.
They must include a table online within the tasks performed, so you can see if you are doing the task well, and otherwise improve. This option includes it in the test tests but not in the tasks as such.
You only know that you are performing the task wrong when you are temporarily or permanently suspended.
It requires a good connection, sometimes you run the risk of losing tasks when the connection is not good, and are not computed to your statistics. 

**Recommendations to others considering Hive Data:**

If people want to carry out complementary activities, and evaluate microtrages as an option, do not hesitate ... Hive is the best of all, they have experience, reputation, seriousness, permanent offer of jobs daily, secure payment, no commissions, and a wide spectrum of options to generate extra income, especially for emerging countries.
Even with the necessary dedication, it can become your main activity, in addition to the tasks performed, develop your mental activity, serving as an improvement exercise for your cognitive abilities. 

**What problems is Hive Data solving and how is that benefiting you?**

It is an ideal tool for several topics:
First of all it is an option to use the leisure time that can be generated in daily activities, it is better to invest that time in Hive than in other activities on the network.
It serves as a mental exercise, which improves the ability of workers to analyze.
The investment is zero, and you get benefits immediately.
The hardware and connection requirements are standard.
Payment is made on a weekly basis.
The cost-benefit ratio is really good, especially in countries where internet connections are cheap. 

  ### 9. Optimize yourself to do more

**Rating:** 5.0/5.0 stars

**Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.)

**Reviewed Date:** December 03, 2018

**What do you like best about Hive Data?**

Easy to maintain, see results quickly. improved performance a lot 

**What do you dislike about Hive Data?**

Updates and delete is not supported. Online processing is not supported

**What problems is Hive Data solving and how is that benefiting you?**

Using with hadoop for big data

  ### 10. User friendly

**Rating:** 4.0/5.0 stars

**Reviewed by:** Verified User in Higher Education | Enterprise (> 1000 emp.)

**Reviewed Date:** September 27, 2018

**What do you like best about Hive Data?**

Easy to set up and user friendly interface. Automatic classification by deep learning models through Hive predict and manual data labelling is pretty precise.

**What do you dislike about Hive Data?**

No recent developments. Good to use at basic level.

**Recommendations to others considering Hive Data:**

Users working on video and image processing should definitely consider using  Hive.

**What problems is Hive Data solving and how is that benefiting you?**

To create more clusters and save data horizontally.


## Hive Data Discussions
  - [What are the features and limitations of hive?](https://www.g2.com/discussions/what-are-the-features-and-limitations-of-hive)
  - [What are the features of hive in big data?](https://www.g2.com/discussions/hive-data-what-are-the-features-of-hive-in-big-data)
  - [What are the features of hive in big data?](https://www.g2.com/discussions/what-are-the-features-of-hive-in-big-data)
  - [What are features of hive?](https://www.g2.com/discussions/hive-data-what-are-features-of-hive)
  - [What are features of hive?](https://www.g2.com/discussions/what-are-features-of-hive)

- [View Hive Data pricing details and edition comparison](https://www.g2.com/products/hive-data/reviews?section=pricing&secure%5Bexpires_at%5D=2026-06-28+02%3A17%3A36+-0500&secure%5Bsession_id%5D=946f4e7c-b53c-4879-a4d2-10dd9eb16994&secure%5Btoken%5D=4b0178edd026f814c223a2fc49be6265988942b2469535cbb9dfd0457d0f1d8b&format=llm_user)

## Hive Data Features
**Quality**
- Labeler Quality
- Task Quality
- Data Quality
- Human-in-the-Loop

**Automation**
- Machine Learning Pre-Labeling
- Automatic Routing of Labeling

**Image Annotation**
- Image Segmentation

- Object Detection
- Object Tracking
- Data Types

**Natural Language Annotation**
- Named Entity Recognition
- Sentiment Detection
- OCR

**Speech Annotation**
- Transcription
- Emotion Recognition

## Top Hive Data Alternatives
  - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) - 4.8/5.0 (352 reviews)
  - [Clarifai](https://www.g2.com/products/clarifai/reviews) - 4.3/5.0 (66 reviews)
  - [Prolific](https://www.g2.com/products/prolific/reviews) - 4.6/5.0 (202 reviews)

