Explore Research Studies
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.
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.
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.
10 Steps to Developing AI Systems in 2025
IBM identifies the top AI adoption challenges as concerns over data bias (45%), lack of proprietary data (42%), insufficient generative AI expertise (42%), unclear business value (42%), and data privacy risks (40%).These obstacles can hinder AI implementation, slow innovation, and reduce the return on investment for organizations adopting AI technologies.
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.
8 Procure to Pay AI Use Cases in 2025
Procure to Pay (P2P) process is crucial for any businesses’ success. Where monolithic solutions such as P2P suites fall short, companies can look for specialized solutions that leverage AI in procure-to-pay (P2P) cycles. For example, Gartner predicts that APAI and supplier e-invoicing will increase from ~$925 million in 2021 to ~$1.75 billion through 2026.
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.
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.
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.
Top 10 Data Crowdsourcing Platform in 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.