As AI-powered options equivalent to generative AI and chatbots unfold throughout industries, the curiosity in AI information providers grows (Determine 1). One such service is an information crowdsourcing platform. Harnessing the ability of a giant group of individuals to collect information, these platforms can considerably improve your information assortment efforts, providing detailed insights rapidly and effectively. Since information high quality is of utmost significance in any data-hungry mission, it is very important discover the best information assortment service.
On this article, we provide help to discover the best crowdsourcing platform to satisfy your information wants.
Determine 1. World curiosity in AI information providers
High Knowledge Crowdsourcing Platforms on the Market
This part compares the highest crowdsourcing platforms available on the market that supply information providers on demand.
Desk 1. Comparability primarily based on market presence & expertise standards
|Share of shoppers
out of 5
|Clickworker||80%||– G2: 4
– Trustpilot: 4.4
– Capterra: 4.3
|Appen||60%||– G2: 4.1
– Trustpilot: 1.3
– Capterra: 4.1
|Telus Worldwide||40%||– G2: 4.3
– Trustpilot: 1.8
|Prolific||40%||– G2: 4.3
– Trustpilot: 2.7
|DataForce by Transperfect||40%||– G2: 4.0
– Trustpilot: 3.0
|Toloka AI||20%||– Trustpilot: 2.8
– Capterra: 4.0
|Amazon Mechanical Turk||0%||– G2: 4.1
– Trustpilot: 2.0
|Summa Linguae Applied sciences||N/A||N/A||2011|
|TaskUs||0||– Trustpilot: 3.2||2008|
Desk 2 Comparability primarily based on options standards
|Knowledge assortment corporations||Cell software||API availability||ISO 27001 Certification||Code of Conduct|
|DataForce by Transperfect||✅||✖||✅||✖|
|Amazon Mechanical Turk||✖||✅||N/A||✖|
|Summa Linguae Applied sciences||✅||✅||✅||✖|
Determine 2. Crowd dimension comparability
Observations & notes:
- The comparability desk is created solely by publicly accessible and verifiable information.
- The platforms chosen on this comparability had been primarily based on the relevance of their providers.
- All distributors chosen on this comparability have greater than 50 staff.
- It was discovered that every one the information crowdsourcing platforms in contrast on this article provided ‘information annotation’ and ‘uncooked information preprocessing’ providers.
- All platforms cowl a wide selection of information varieties for his or her AI information providers (Picture, Video, Audio, Textual content, and many others.).
- We evaluated the code of conduct criterion primarily based on the provision of a web page on their web sites explaining their code of conduct practices.
- The rating of platforms in determine 3 relies on largest to smallest crowd dimension.
- Solely the businesses that provided information relating to crowd dimension are talked about in determine 3.
- Solely the businesses with a crowd dimension of greater than 100K are talked about in determine 3.
Knowledge crowdsourcing platform evaluation
This part offers an outline of every information crowdsourcing platform in contrast on this article.
Clickworker is a crowdsourcing platform that breaks down massive tasks into micro-tasks and distributes them to a world community to finish. It focuses on duties equivalent to AI information assortment, information annotation, information categorization, and net analysis. Here’s a listing of Clickworker’s information options:
Appen collects and labels photos, textual content, speech, audio, and video for AI growth. It provides providers that embody information assortment, information annotation, and information validation.
Here’s a listing of Appen’s information choices:
3. Summa Linguae Applied sciences
Summa Linguae Applied sciences makes use of know-how to assist companies broaden globally. They provide providers equivalent to information annotation, localization, and language translation to enhance international attain.
Here’s a listing of a few of Summa Linguae Applied sciences’ information choices:
4. Telus Worldwide
Telus Worldwide focuses on buyer expertise (CX) and digital IT options. Whereas it has a variety of choices, it additionally provides information providers by a big community of employees.
Here’s a listing of Telus Worldwide’s information options:
5. Amazon Mechanical Turk (MTurk)
Amazon Mechanical Turk, or MTurk, is a crowdsourcing platform and market the place companies can outsource duties and jobs to a community of employees who can carry out these duties nearly. Here’s a listing of their choices:
- Knowledge assortment
- Knowledge annotation
- Market analysis & surveys
- Tutorial analysis
- Different information providers
LXT is a know-how firm that provides AI-driven information providers by its crowdsourcing platform. It helps corporations improve their AI and machine studying tasks by offering precisely labeled information. The listing of information providers provided by LXT:
Prolific is one other rising crowdsourcing platform that provides information providers for quite a lot of use circumstances. It’s utilized by numerous organizations for tutorial analysis and market analysis functions. Study prolific options right here.
Here’s a listing of their choices:
8. Surge AI
Surge AI offers coaching information for machine studying fashions. They provide providers, together with picture annotation, pure language processing, and information categorization. Surge AI’s providers embody:
9. Toloka AI
Toloka AI is a crowdsourcing platform for amassing and enhancing AI coaching information. They supply numerous providers equivalent to information labeling, information cleansing, and information categorization to boost machine studying fashions.
Here’s a listing of Toloka AI’s information options:
TaskUs is an organization that gives outsourcing providers for companies, dealing with buyer care and back-office help. It provides providers equivalent to digital buyer expertise, content material safety, and AI operations. An inventory of TaskUs’s information providers:
11. DataForce by Transperfect
DataForce by TransPerfect provides high-quality information assortment and annotation for AI and machine studying tasks. They supply providers like speech and pure language processing information, picture and video annotation, and extra. Their providers embody:
- Knowledge assortment
- Knowledge annotation
- Knowledge transcription
- Knowledge moderation
Standards for Deciding on the Proper Knowledge Crowdsourcing Platform
Selecting the best crowdsourcing platform to your data-hungry tasks is essential for guaranteeing information high quality and integrity. We divided the standards into 2 classes; market presence & expertise and options. Listed below are the important thing standards to think about:
Market presence & expertise
1. % of shoppers amongst high 5 consumers
The crowdsourcing platform’s market share is necessary to know its capabilities. We are able to estimate its market presence by figuring out its references among the many high 5 know-how corporations which are the most important consumers of their information providers. This estimate is prone to correlate with the proportion of the highest 5 tech corporations a vendor serves.
2. Person rankings
One other technique to get an outline of the efficiency of an organization is to verify its consumer ranking rating from B2B evaluation platforms equivalent to G2. Look at the consumer rankings of the crowdsourcing platforms to realize insights into their reliability and effectiveness in delivering high-quality, various information.
3. Yr based
The institution 12 months can present a glimpse into the platform’s expertise and reliability in a particular discipline. In our expertise, older platforms usually have a extra expert workforce and are more proficient at dealing with a various vary of duties.
4. Cell app availability
Platforms with cell apps will help in amassing information from a broader viewers, guaranteeing extra various information assortment.
5. API integration availability
API integration facilitates seamless information trade, enhancing the effectivity and pace of information assortment.
6. ISO 2700 certification
Make sure the platform adheres to worldwide requirements for data safety, guaranteeing the security and integrity of the information collected.
7. Code of conduct
Platforms with a transparent code of conduct be sure that the crowdsourced information assortment is moral and dependable.
What are Crowdsourcing Platforms?
Crowdsourcing platforms are on-line platforms the place companies can outsource duties to a big group of individuals, referred to as the group. These platforms present human-generated information on demand, aiding in fixing complicated issues the place conventional strategies might fall quick. They’re instrumental in amassing crowdsourced information, protecting numerous duties from easy surveys to extra intricate human intelligence duties.
Their function in information assortment
In a world that’s more and more leaning in direction of AI and machine studying fashions, an information crowdsourcing platform performs an important function. These platforms support in amassing information for constructing high-quality datasets, that are important for coaching sturdy AI and machine studying algorithms. The information collected is various, guaranteeing that the AI fashions educated are sturdy and well-tested.
For those who need assistance discovering a vendor or have any questions, be happy to contact us: