Data Collection
Dataforce by TransPerfect Review & Alternatives in 2025
Our readers interested in Dataforce usually fall under the following two categories; click on yours to see relevant information: See an in-depth review of Dataforce by TransPerfect, which compares Dataforce with its top 3 alternatives. Top 3 Dataforce alternatives (for contributors) Table 1.
Innodata Review & Top 3 Alternatives in 2025
Technologies such as natural language processing (NLP), computer vision (CV), or generative AI are all fueled by data. Businesses are increasingly relying on AI data collection services to obtain this data. Innodata Inc. is an AI data service provider that claims to help companies fulfill their AI data needs.
Telus International Review & Alternatives in 2025
As AI-powered solutions become increasingly abundant, many businesses rely on AI data services to acquire the necessary data to fuel their AI projects, such as large language models (LLMs) or natural language processing (NLP) systems. Telus International is one such service that helps businesses with their AI data needs.
10+ Image Data Collection Services in 2025
As artificial intelligence (AI) and machine learning-powered solutions grow, the demand for comprehensive image datasets has never increased. The foundation of a successful AI model, especially in computer vision (CV) projects, is reliant upon high-quality data. Image data collection services play an instrumental role in gathering this crucial data.
Top 10 Data Crowdsourcing Platform in 2025
With the spread of AI tools like generative AI and chatbots, the demand for AI data services has also increased. One such service is data crowdsourcing platforms, which leverage large groups to gather data, enhancing collection efforts with fast, detailed insights.
AI Data Collection: Risks, Challenges & Tools in 2025
AI builders need fresh, high quality data: However, data collection comes with its risks. For example, enterprises need to avoid unethical data collection practices and ensure that data is collected ethically to minimize reputational risk.
Top 3 Prolific Alternatives in 2025
Prolific is a popular AI data collection service that offers a crowdsourcing platform for AI data seekers. Our research identified some drawbacks of working with Prolific from the perspectives of its customers and workers.
7 Chatbot Training Data Preparation Best Practices in 2025
Chatbots use natural language processing (NLP) to facilitate human-like conversations, revolutionizing how businesses interact with customers by offering faster, more efficient, and personalized experiences. As the global market for chatbots grows with increased adoption, developing them requires large volumes of training data, either through data collection services, self-prepared datasets, or existing datasets.
5 Steps to OCR Training Data in 2025
The interest in optical character recognition (OCR) and intelligent character recognition (ICR) technology is falling as companies switch to more automated solutions, such as machine learning-enabled data extraction. However, due to its various benefits, many companies still use1 or plan to use tools powered by OCR technology in their paper-based operations.
Crowdsourcing: Types, Benefits & Top Use Cases in 2025
As the possibility of a potential recession rises, most businesses are going into a cost-cutting mode1. Mass layoffs are one of the measures companies are taking toward more efficiency. Crowdsourcing can be an effective way for businesses to reduce costs and help economies lower unemployment.