AIMultiple ResearchAIMultiple ResearchAIMultiple Research

Explore Research Studies

Top 5 RLHF Platforms: Guide & Features Comparison

As AI adoption grows, with 65% of organizations now regularly using generative AI, selecting the right tools for optimizing AI models has become more crucial than ever. Reinforcement learning from human feedback (RLHF) platforms have emerged as key players in this process.

Jul 224 min read

Web Data Collection Benchmark with 30M Requests

We crawled web pages more than 30 million times while using more than 50 different products from 6 leading web data infrastructure companies. See criteria for enterprise web data & analysis of leading products: Benchmark results Leading results in each column are bold.

Oct 1010 min read

Instagram Chatbots: Top 5 Vendors & Use Cases

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

JDE Scheduler: Pros, Cons & Top 5 Alternatives

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.

Sep 294 min read

Top 10 Data Crowdsourcing Platforms

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.

Sep 36 min read

Top 6 IPRoyal Alternatives & Competitors

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 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

LLM Data Guide & 6 Methods of Collection

In the expanding AI and generative AI market (Figure 1), large language models (LLMs) have emerged as pivotal. These models empower machines to generate human-like content, heavily reliant on quality data. Here, we present a guide for business leaders on accessing and managing LLM data, offering insights into collection methods and data collection services.

Jul 195 min read

Top 7 Meter-to-Cash Solutions: A Comprehensive Guide

In the utilities sector, the meter-to-cash process is essential for revenue generation and efficient operations. It involves numerous intricate steps and systems. Meter-to-cash solutions have emerged as an indispensable tool for utility providers.  Selecting the right vendor for meter-to-cash solutions can be difficult since there is little information about them.

Sep 86 min read

Bright Data Proxies: Features and Pricing

Bright Data is a platform specializing in web data collection and proxy services, offering various web scraping solutions such as a web scraper API, web unblocker, scraping browser, datasets, and proxies. Their proxy network includes datacenter, ISP, residential, and mobile proxies, catering to both businesses and individual users.

Jul 255 min read