Explore Research Studies
What Is a Headless Browser and Its Applications? in 2025
Extracting dynamic content is more challenging than extracting data from static web pages. Elements in dynamic pages constantly change according to users’ data. Changes in a web page require reprogramming web scraping bots to match the new content display. Headless browsers are an efficient way to scrape dynamic website elements.
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.
Top-Rated Backconnect Proxy Providers: A in 2025 Ranking
Backconnect proxy servers, also known as rotating residential proxies, assign a different IP address each time you connect to the internet or after a set period. For tasks like web scraping or social media automation, backconnect proxy network makes it difficult for websites to track or block you based on your IP address.

Image Data Collection in 2025: What it is and Best Practices
Computer vision (CV) is revolutionizing almost every industry. However, successful development and implementation of computer vision depend on high-quality image data. While some work with data collection services, others gather their own data to train their computer vision systems. This article explored image data collection and how business leaders and developers can gather relevant image data.
Video Data Collection in 2025: Challenges & Best Practices
Video data is essential for training computer vision (CV) systems, especially with the growing 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, with a focus 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.

Process Knowledge: 3 Steps to Manage it Better in 2025
76% of business leaders consider information as their most critical asset. That is a reason behind increased interest in process knowledge (see Figure above). More executives are investing in process knowledge and intelligence efforts for managing and improving their processes. However, developing process knowledge management strategy is not easy.
How to Scrape Travel Data & Best Tools in 2025
There are several approaches to obtaining travel data: using pre-existing datasets, gathering your own data, or sourcing data externally. Whichever method you choose, effective travel data scraping requires a reliable tool to address potential data collection challenges.