AIMultiple ResearchAIMultiple ResearchAIMultiple Research

Explore Research Studies

Enterprise Generative AI: 10+ Use Cases & Best Practices

Enterprise Generative AI: 10+ Use Cases & Best Practices

Generative AI, also called GenAI, presents novel opportunities for enterprises compared to middle-market companies or startups including: However, generative AI is a new technology with unique challenges for enterprises: Executives wonder how their organizations can reap the benefits of generative AI while overcoming these challenges.

May 279 min read

Benchmark Best 25 AI Governance Tools in 2025

We analyzed ~20 AI governance tools and ~40 MLOps platforms that deliver AI governance capability to identify the market leaders based on quantifiable metrics. Click the links below to explore their profiles: Compare AI governance software AI governance tools landscape below shows the relevant categories for each tool mentioned in the article.

May 279 min read

Best RAG tools: Embedding Models, Libraries and Frameworks

Retrieval-Augmented Generation (RAG) is an AI method that improves large language model (LLM) responses by using external information sources. We benchmarked 4 embedding models and 3 chunk sizes to understand the practical performance of RAG systems. We examined how each parameter influences retrieval accuracy and response quality.

May 515 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.

May 2311 min read

Cloud GPUs for Deep Learning: Availability& Price / Performance

If you are flexible about the GPU model, identify the most cost-effective cloud GPU based on our benchmark of 10 GPU models in image and text generation & finetuning scenarios. If you prefer a specific model (e.g. A100), identify the lowest-cost GPU cloud provider offering it.

May 279 min read

Best 10 Serverless GPU Clouds & 14 Cost-Effective GPUs

Serverless GPU can provide easy-to-scale LLM inference services. However, their costs can be substantial for large scale projects.

May 236 min read

Top 40+ LLMOps Tools & Compare them to MLOPs in 2025

LLMs are growing rapidly, but development and fine-tuning remain expensive. LLMOps tools help reduce these costs by streamlining LLM management.To better understand the landscape, we’ve also prepared a detailed comparison of LLMOps and MLOps tools to highlight how they differ in capabilities, focus areas, and workflows.

May 2612 min read

Compare Top 7 Generative AI Services & Vendors in 2025

Since OpenAI launched ChatGPT, generative AI technology has rapidly expanded across industries. This spread led businesses to utilize various services to build and implement generative AI tools effectively. Here, we explore seven types of generative AI services that help businesses gain a competitive edge: Table 1.

May 156 min read

Top 100 RPA Use Cases with Real Life Examples in 2025

RPA can automate repetitive tasks in the front and back offices. A use case-focused approach is critical to optimizing the value of technology investments. We find 100 use cases and real-life examples of Robotic Process Automation and how it is applied to automate repetitive tasks in various business, industry-specific, and personal contexts. Common Business Processes 1.

May 2824 min read