Explore Research Studies
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.
What Is a Backconnect Proxy? Providers & How-To
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 with Best Practices
Computer vision (CV) is revolutionizing industries, from autonomous vehicles to healthcare, but success depends critically on the collection of high-quality image data. Organizations that implement strategic data collection services can achieve higher accuracy in specialized applications, while poor data strategies lead to biased models and compliance violations.
Video Data Collection: Challenges & Best Practices
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: 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.
Traditional vs. Online Survey Research
Conducting survey research helps businesses collect data from customers, employees, or the public. Collecting data with traditional methods, such as paper-pencil or telephone, is costly, time-consuming, and cannot keep up with the digitally transforming world. Thanks to online survey research tools, businesses can quickly reach a broad audience’s opinion and make necessary adjustments.
How to Scrape Travel Data & Best Tools
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.
Top 3 Appen Alternatives for Workers & Customers
Appen, an AI data service provider, faces challenges that may explain its declining popularity. We compared the top alternatives to Appen in the AI training data space. The alternatives to Appen depend on your goals. Explore alternatives for Appen’s: Appen alternatives for workers * Data is from Trustpilot, as it primarily consists of worker reviews.