Explore Research Studies
Ethical & Legal AI Data Collection in 2025: Examples & Policies
Ethics is a crucial aspect of life, and similar to its application in our daily lives, ethical considerations should also apply in the tech world. Disruptive technologies such as AI, ML, Internet of Things (IoT), computer vision, etc., require all sorts of data to operate.
Top +15 API Statistics for Understanding API Landscape ['25]
APIs can integrate with new technologies such as IoT and chatbots. We cover 17 API-related statistics to provide a comprehensive picture of the trends and landscape of APIs. General API statistics Figure 1. Growth of different data types Source: Cloudflare as the main factors behind adopting APIs in their organization( see Figure 2).
What Is a Headless Browser and Why Should You Use One?
Headless browsers support modern web features, including ES6, CSS, and HTML, for end-to-end testing, smoke testing, and UI testing. To fully leverage a headless browser, it must be combined with developer tools and browser automation libraries, such as Puppeteer.
Top 8 Real-Life Process Risk Types & 7 Best Practices ['25]
Processes may underperform, go over budget , or increase the lead-time because of process risks, such as malfunctioning equipment or human errors. Such process risks incur cost on the company and lower customer satisfaction, harming a business’ reputation and finances in the process.
What Is a Backconnect Proxy? Providers & How-To in 2025
Backconnect proxies are a managed form of rotating proxy, where you point your client at a single gateway, and the provider automatically swaps your exit IP from a large pool. They can be residential, mobile, datacenter, or ISP.
Image Data Collection in 2025: What it is and Best Practices
Computer vision (CV) is revolutionizing almost every industry. However, successful computer vision development and implementation depend on high-quality image data. While some work with data collection services, others gather their data to train their computer vision systems.
Video Data Collection: Challenges & Best Practices in 2025
Video data is crucial for training computer vision (CV) systems, particularly with the increasing demand for autonomous vehicles and CV-enabled technologies. Here, we explore what video data collection entails, the challenges involved, and best practices to consider.
Sentiment Analysis Machine Learning: Approaches & 5 Examples
It is not surprising that the use of AI in the workplace has increased by 270% from 2015 to 2019, considering the data available and its exponential growth.
Top Shared Proxy Solutions of 2025: Tested & Ranked
AIMultiple team evaluated 24 shared proxy services, including all proxy types (e.g., datacenter and mobile) from 7 different proxy providers, focusing on those utilizing rotating proxies from an IP pool. A total of 5,000 URLs from 25 unique domains were tested.
Audio Data Collection for AI: Challenges & Best Practices
As the demand for voice recognition and virtual assistants grows , so does the need for audio data collection services. You can also work with an audio or speech data collection service to acquire relevant training data for your speech processing projects.