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Best RAG tools: Frameworks and Libraries in 2025

RAG (Retrieval-Augmented Generation) improves LLM responses by adding external data sources. We benchmarked different embedding models with various chunk sizes to see what works best. Explore the RAG frameworks and tools, what RAG is, how it works, its benefits, and the current situation in the LLM landscape.

Aug 2215 min read

Top 30 Cloud GPU Providers & Their GPUs in 2025

We benchmarked 10 most common GPUs in typical scenarios (e.g. finetuning an LLM like Llama 3.2). Based on these learnings, if you: Ranking: Sponsors have links and are highlighted at the top. After that, hyperscalers are listed by US market share. Then, providers are sorted by the number of models that they offer.

Aug 512 min read

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.

Jul 248 min read

Instagram Chatbots: Top 5 Vendors & Use Cases in 2025

Instagram is the 2nd-most used social media platform for e-commerce purchases. 44% of “active” Instagrammers use it to shop weekly. Companies across different sectors, such as e-commerce, content creation, organization, and customer service, are looking for Instagram chatbots that offer: We listed top chatbot providers with their features and best practices for optimizing Instagram chatbots.

Jul 248 min read

Analysis of Top 5 Pollfish Alternatives & Competitors in 2025

The real challenge to conducting market research and collecting feedback lies in recruiting the right participants for your surveys. Pollfish is one of the survey participant recruitment platforms, helping companies in data collection for online surveys, market research, customer feedback, brand awareness, and customer service surveys.

Aug 204 min read

10+ Proxy Use Cases/Applications in 2025

The importance of proxy servers extends across multiple industries, including finance, marketing, and HR. By acting as intermediaries between the client and the targeted web server, they offer numerous benefits, from efficient data collection to enhancing online privacy. Moreover, it is important to note that not all proxy server types provide the same benefits.

Apr 47 min read

JDE Scheduler: Pros, Cons & Top 5 Alternatives in 2025

The scheduling component of JD Edwards EnterpriseOne, often referred to as “JDE Scheduler,” has long been a reliable task manager. However, as modern infrastructure requirements have changed, so too have the options for task scheduling.  We selected the top alternatives based on the features, pricing, and market presence metrics of leading solutions.

Aug 194 min read

Top 10 Data Crowdsourcing Platforms in August 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.

Aug 46 min read

Top 6 IPRoyal Alternatives & Competitors in 2025

IPRoyal is a proxy service provider that offers affordable anonymous and premium proxies to cater to various needs. Despite its appeal to budget-conscious consumers, every product has room for improvement, including IPRoyal.

Jul 256 min read

Top 5 SOAX Alternatives & Competitors in 2025

In the competitive field of proxy services, SOAX has emerged as  a go-to choice for many seeking efficient web scraping solutions. SOAX is a web data collection platform that offers various types of proxy servers and scraper APIs for scraping activities.

Jun 175 min read