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
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…
Top 125 Generative AI Applications
Based on our analysis of 30+ case studies and 10 benchmarks, where we tested and compared over 40 products, we identified 125 generative AI use cases across the following categories: For other applications of AI for requests where there is a single correct answer (e.g., prediction or classification), check out AI applications. You can also…
Top Image Recognition Tools Compared
We benchmarked the default API configurations of Amazon Rekognition, Google Cloud Vision, and Microsoft Azure AI Vision on 100 images across 5 object classes, and compared their pricing and feature coverage. Performance metrics for three image recognition platforms were evaluated at an Intersection over Union (IoU) threshold of 0.5, comparing mAP, F1 score, recall, and…
100+ AI Use Cases with Real Life Examples in 2026
Learning AI use cases have measurable benefits. During my nearly 20 years of experience of implementing advanced analytics & AI solutions at enterprises, I have seen the importance of use case selection. I analyzed 100+ AI use cases, their real-life examples and categorized them by business function and industry. Follow the links below based on…
Responsible AI: 4 Principles & Best Practices in 2026
65% of leaders feel unprepared to manage AI-related risks effectively. 93 Developing and scaling AI applications with responsibility, trustworthiness, and ethical practices in mind is essential to build AI that works for everyone. Explore four principles for responsible AI (RAI) design and recommend best practices to achieve them: AI tools are increasingly being used in…
Best Flat-Rate LLM API Providers in 2026
Flat-rate LLM providers sell unlimited model usage for a fixed monthly price instead of billing per token. This model spread because agentic coding sessions can use tens of millions of tokens, so a per-token bill is hard to predict. Very few providers offer a true flat fee; most plans marketed as flat carry a usage…
Top 60+ Cloud GPU Providers in 2026
Cloud GPU providers fall into three tiers. Hyperscalers run broad cloud platforms with GPU rental as one product among many. Specialist neoclouds focus on GPU and AI infrastructure as their core product. Community marketplaces aggregate inventory from many small operators, often at the floor of the published price spread. We track 71 cloud GPU providers…
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…
LLM Pricing: Top 15+ Providers Compared
LLM pricing spans three orders of magnitude: the cheapest commodity models cost under $0.20 per million tokens, while frontier reasoning tiers launched as high as $262.50. The chart below tracks how launch prices moved: each model sits at its launch date with its launch list price per million tokens, blended at a 3:1 input-to-output ratio,…
Top 10 Drug Discovery Software
The drug discovery software market divides into three categories: computational chemistry suites for structure-based design, AI-native platforms for generative chemistry and target identification, and R&D data management systems for ELN, LIMS, synthesis tracking, data analysis, and compound registration. We compared the top 10 drug discovery platforms across features, pricing, and deployment models. Note: The products…