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Human Generated Data with Methods in 2025
Despite the rise of generative AI tools like ChatGPT and Gemini, human-generated data remains crucial for AI developers. Companies like OpenAI invest heavily in obtaining human-generated data to train their large language models (LLMs). Whether through data collection services or in-house efforts, AI developers require a steady stream of human-generated data.

7 Best Data Pipeline Tools With Key Capabilities in 2025
Businesses use a variety of data sources, including internal sources (e.g., CRM, ERP), external sources (e.g., social media platforms), and third-party web analytics services ( e.g., Google Analytics). Through the diversity of data sources, businesses use different technologies to capture data from their sources such as web scraping tools and browser fingerprinting technologies.
Synthetic Data vs Real Data: Benefits, Challenges in 2025
Synthetic data is widely used across various domains, including machine learning, deep learning, generative AI (GenAI), large language models, and data analytics. According to Gartner, by 2030, synthetic data use will outweigh real data in AI models.
Top 50 Content Writing Statistics in 2025
The content writing industry has grown in popularity over the years, and recent advancements in AI and LLMs have dramatically transformed the landscape. So, we have gathered 50 content marketing statistics about to make a data-driven presentation about the current state of the content writing industry as a whole.
Therapist Chatbots: Top Use Cases & Challenges in 2025
The World Health Organization (WHO) reports that one in eight people globally suffers from a mental disorder, impacting about 970 million individuals. Furthermore, approximately 70% of those with mental health issues do not receive treatment across the globe. Therapist chatbots can help close the mental health treatment gap and contribute to a happier society.
Top 5 Restaurant Chatbots & Use Cases in 2025
Restaurant chatbots can be a smart investment for restaurant chains because they provide 24/7 customer service and enhance the workforce by delivering standardized services. We compiled information about the top 5 restaurant chatbots, including their use cases, real-life examples, and best practices for implementing restaurant chatbots.
The Best Web Scraping APIs in 2025: 30+ APIs Analyzed
We benchmarked leading web scraper API services using 12,500 requests across various domains, including e-commerce platforms such as Amazon and Target, as well as search engines. Each request was sent in real-time and synchronously. See the top web scraping APIs and follow the links to learn more from the vendors: These APIs are for public data.
System Testing vs End-to-End Testing Explained With Examples
Confusing system testing with end-to-end (E2E) testing can lead to duplicate work, overlooked defects, and delayed releases. While both are part of the software testing life cycle, they differ in scope, objectives, and execution. We explain each with a side-by-side comparison and examples to help QA teams choose the right approach for their project stage.
Generative AI Healthcare: 15 Use Cases with Examples ['25]
As healthcare systems face rising data volumes, workforce shortages, and increasing demands for personalized care, generative AI is emerging as a critical solution. By generating insights from complex medical data, generative AI healthcare applications offer hospital administrators, clinicians, and researchers new ways to improve decision-making and patient outcomes.

Top 5 Web Scraping Use Cases in the Food Industry in 2025
A food product’s descriptive qualities and components.