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Trending Research Studies on AIMultiple
Top 122 Generative AI Applications & Real-Life Examples
Large Language Model Evaluation: 10+ Metrics & Methods
Top 20 AI Chip Makers: NVIDIA & Its Competitors
Popular Research Studies
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.
Benchmark Best 25 AI Governance Tools
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.
Best RAG tools: Frameworks and Libraries
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
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.
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.
Best 10 Serverless GPU Clouds & 14 Cost-Effective GPUs
Serverless GPU can provide easy-to-scale computing services for AI workloads. However, their costs can be substantial for large-scale projects. Navigate to sections based on your needs: Serverless GPU price per throughput Serverless GPU providers offer different performance levels and pricing for AI workloads.
Top 40+ LLMOps Tools & Compare them to MLOPs
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.
Compare Top 7 Generative AI Services & Vendors
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.
Top 100 RPA Use Cases with Real Life Examples
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 identify 100 use cases and real-life examples of Robotic Process Automation, illustrating its application in automating repetitive tasks across various business, industry-specific, and personal contexts.
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Recently published research
Vision Language Models Compared to Image Recognition
Top 40+ AI Developer Tools for Software Development
Top 11 Open Source AI Platforms & Libraries
Agentic AI Finance Benchmark: FinRobot vs FinRL vs FinGPT
79% of executives report that their companies have started adopting AI agents, yet only 34% are currently using them in accounting and finance. We conduct a benchmark on 3 agentic AI finance tools tailored for financial workflows.
Top 12 Patch Management Software with Pricing & Features
Keeping your IT infrastructure secure is a constant challenge. Unpatched systems and outdated software are among the most common entry points for cyberattacks. Following a comprehensive review of the market’s leading patch management solutions, we’ve identified the best tools to help you defend against these vulnerabilities.
Synthetic Data Chatbot: Top 26 Tools to Test and Train Them
Synthetic data is expected to surpass real-world data as the primary source for AI training by 2030, and chatbots are no exception. Once mainly used to train bots when real conversations were scarce or sensitive, it’s now just as vital for testing, validating performance, stress-testing, and ensuring compliance when real logs aren’t safe or available.
AI Agent Deployment: Steps and Challenges
Organizations are increasingly relying on AI agents to manage tasks that once required constant human effort, such as responding to customer queries, automating workflows, or coordinating data across different systems. While these agents can extend productivity and reduce operational load, their value is realized only when they are deployed correctly in production.
Top 8 Agentic CRM Platforms
Agentic CRM platforms are customer relationship management tools that can plan, execute, and adjust workflows autonomously without constant human supervision. Here are the main agentic CRM platforms, ranked by their actual capabilities, market presence, and real-world results.
The Industrial AI Agent Landscape: 30+ Platforms to Watch
Industrial AI agents address the limitations of siloed data by autonomously integrating and deriving actionable insights from IoT, controls systems (e.g. SCADA), and connected assets.
Agentic AI Architecture for Industrial Systems
Agentic AI allows natural language interaction with industrial systems, enabling users to query data and receive actionable insights. We will outline a reference architecture designed for industrial environments, describe how task-specific agents and tools can be orchestrated. We will also explore current state of natural language interfaces (NLIs) in industrial systems.
12 Reasons AI Agents Still Aren't Ready
For all the bold promises from tech CEOs about AI agents “joining the workforce” and driving “multi-trillion-dollar opportunities,” the reality is far less inspiring. What we currently have are not autonomous agents, but glorified chatbots dressed in fancy packaging; mostly mimicking scripts. Give them the same task twice, and you’ll often get wildly different results.
Multi-GPU Benchmark: B200 vs H200 vs H100 vs MI300X
We benchmarked NVIDIA’s B200, H200, H100, and AMD’s MI300X to measure how well they scale for Large Language Model (LLM) inference. Using the vLLM framework with the meta-llama/Llama-3.1-8B-Instruct model, we ran tests on 1, 2, 4, and 8 GPUs. We analyzed throughput and scaling efficiency to show how each GPU architecture manages parallelized, compute-intensive workloads.
LLM Parameters: GPT-5 High, Medium, Low and Minimal
New LLMs, such as OpenAI’s GPT-5 family, come with different versions (e.g., GPT-5, GPT-5-mini, and GPT-5-nano) and various parameters, including high, medium, low, and minimal. Below, we explore the differences between these versions of the models by gathering their benchmark performances and the costs to run these benchmarks. Price vs.
Recently updated research
Vision Language Models Compared to Image Recognition
Top 11 Open Source AI Platforms & Libraries
Top 10 DAST Tools: Benchmarking Results & Comparison
Top 40+ AI Developer Tools for Software Development
We have been experimenting with AI development tools in our code generation and code editing benchmarks for months. We have seen that AI agents like Claude Code are highly capable of software development, achieving ~%90 success rate.
Audience Simulation: Can LLMs Predict Human Behavior?
In marketing, evaluating how accurately LLMs predict human behavior is crucial for assessing their effectiveness in anticipating audience needs and recognizing the risks of misalignment, ineffective communication, or unintended influence.
Top 16 AI Agent Observability Tools: Langfuse, Arize & More
Observability tools for AI agents, like Langfuse and Arize, help gather detailed traces (a record of the processing of a program or transaction) and provide dashboards to track metrics in real-time. Many agent frameworks, like LangChain, use the OpenTelemetry standard to share metadata with observability tools.
AI Web Browsers Benchmark: Complete Selection Guide
We tested 7 AI web browsers, including Perplexity Comet, Arc Max, and Microsoft Edge Copilot, across key performance metrics to determine which solutions deliver practical value for different workflows.
Top 10 Globalscape Alternatives
We analyzed the leading alternatives to GlobalScape in the secure file transfer space. The best alternatives to GlobalScape depend on your specific requirements. Explore alternatives based on your priorities: * Ratings are based on Capterra and G2. The vendors are listed according to the review rates.
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.
Top LinkedIn Dataset Providers: Company & Profile Data
LinkedIn datasets can be categorized into profile data and company data: This article compares Bright Data, Coresignal, and People Data Labs (PDL), focusing on their offerings, pricing models, and strengths.
12 Best Residential Proxy Service Providers
As AIMultiple’s CTO, I lead data collection from thousands of websites and run a residential proxy benchmark, including a load test with 100,000 parallel requests.
Enterprise AI Company Landscape Breakdown
Artificial intelligence is revolutionizing every industry with various use cases. Demand for AI products grows as more companies shift their legacy systems with digital products to survive in the competitive business landscape. However, the AI vendor landscape is crowded, and most executives or decision-makers have limited knowledge of the AI landscape.