Artificial Intelligence
Explore practical insights, research, and benchmarks on artificial intelligence, including generative AI, large language models, RAG, governance frameworks, MLOps practices, and AI hardware. Gain an understanding of key tools, implementation strategies, and enterprise use cases shaping the AI landscape.
Explore Artificial Intelligence
Top 8 Open Source AI Coding Agents
In prior evaluations, we benchmarked both open-source and proprietary Agentic CLIs, focusing on their performance in web development tasks, and some open-source agents performed as successfully as the paid options. Therefore, we also listed the top open-source coding agents for users with privacy concerns. For methodology, see the AI coding benchmark. For more details about…
10+ AI Procurement Use Cases & Case Studies
As the benefits of artificial intelligence (AI) are appreciated by a greater audience, the number of AI use cases in different industries expands daily. AI in the procurement sector is no different. See a comprehensive overview of the AI procurement process, detailing the reasons for its adoption, various use cases, the top 5 AI procurement…
AI Rollups: Funding, Investors and Industry Trends
We analyzed 30 investments involving over 130 investors from the past 3 years to understand the current trend for AI rollups. Based on our analysis, we identified investor activity and trends, including the number of investors backing AI rollups, the total funding raised for AI rollups, and the leading industries. See the methodology to learn…
Comparison of Top 6 Free Cloud GPU Services
The best free GPU tier is worth about $19 a month at rental rates, and eight platforms give a real GPU with no credit card. Six of them cap free usage by the month, and we priced those at the cheapest current on-demand rate for each GPU in our cloud GPU pricing data. Each bar…
Vector Database Sizing and Selection Calculator
The practical question behind a self-hosted vector database for RAG is which engine fits a given server, and which one the workload rules out. The calculator below answers both, from our benchmark of seven self-hosted vector databases run at matched recall on identical embeddings. Five checkboxes at the top of the calculator name five common…
Tabular Models Benchmark: Performance Across 19 Datasets
We benchmarked 8 tabular learning models on 19 real-world datasets covering roughly 260,000 samples, with dataset sizes from 435 to 48,800 rows. Every model ran on the same machine with 5-fold cross-validation and identical splits. Each dataset is a round-robin of head-to-head matches between models, decided by the primary metric. Elo aggregates all 483 matches…
LLM Inference Engines: vLLM vs LMDeploy vs SGLang
We benchmarked 3 leading LLM inference engines on NVIDIA H100: vLLM, LMDeploy, and SGLang. Each engine processed identical workloads: 1,000 ShareGPT prompts using Llama 3.1 8B-Instruct to isolate the true performance impact of their architectural choices and optimization strategies. We measured offline batch throughput across 10,000 total inference operations (1,000 prompts × 10 runs per…
Top 15 Open Source AI Platforms & Libraries
Deploying your own AI model or, in some cases, fine-tuning pre-existing models comes with several challenges: Open-source platforms that offer unified APIs help address these challenges by enabling multi-cloud deployment and optimizing GPU resource management. Below, we list 15 examples of open source platforms/libraries: When choosing these platforms, we focused mainly on how well they…
Compare Google Dialogflow and Its Competitors
Tech giants such as Google, IBM, Microsoft, Amazon, and Facebook are investing in conversational AI to enable developers to build chatbots easily. These AI-powered chatbots can automate various routine tasks such as sending emails, searching for information on search engines, etc. We have collected essential information about Google Dialogflow and compared it to its main…
Top AI Document Generator Tools
AI document generators promise to create documents, presentations, and even websites from a short prompt. We tested how well several popular tools can generate different types of outputs, including: We tested AI Doc Maker by asking it to create documents about AIMultiple without providing any company details. The results were not perfect but fair. It…