Discover Enterprise AI & Software Benchmarks
AI Code Editor Comparison
Analyze performance of AI-powered code editors

AI Coding Benchmark
Compare AI coding assistants’ compliance to specs and code security

AI Gateway Comparison
Analyze features and costs of top AI gateway solutions

AI Hallucination Rates
Evaluate hallucination rates of top AI models

Agentic Frameworks Benchmark
Compare latency and completion token usage for agentic frameworks

Agentic RAG Benchmark
Evaluate multi-database routing and query generation in agentic RAG

Cloud GPU Providers
Identify the cheapest cloud GPUs for training and inference

E-commerce Scraper Benchmark
Compare scraping APIs for e-commerce data

LLM Examples Comparison
Compare capabilities and outputs of leading large language models

LLM Price Calculator
Compare LLM models’ input and output costs

OCR Accuracy Benchmark
See the most accurate OCR engines and LLMs for document automation

Proxy Pricing Calculator
Calculate and compare proxy provider costs

RAG Benchmark
Compare retrieval-augmented generation solutions

Screenshot to Code Benchmark
Evaluate tools that convert screenshots to front-end code

SERP Scraper API Benchmark
Benchmark search engine scraping API success rates and prices

Vector DB Comparison for RAG
Compare performance, pricing & features of vector DBs for RAG

Web Unblocker Benchmark
Evaluate the effectiveness of web unblocker solutions

Latest Benchmarks
AI Hallucination: Compare top LLMs like GPT-5.2
AI models can generate answers that seem plausible but are incorrect or misleading, known as AI hallucinations. 77% of businesses concerned about AI hallucinations. We benchmarked 37 different LLMs with 60 questions to measure their hallucination rates: AI hallucination benchmark results Our benchmark revealed that xAI Grok 4 has the lowest hallucination rate (i.e.
Supervised Fine-Tuning vs Reinforcement Learning
Can large language models internalize decision rules that are never stated explicitly? To examine this, we designed an experiment in which a 14B parameter model was trained on a hidden “VIP override” rule within a credit decisioning task, without any prompt-level description of the rule itself.
RAG Frameworks: LangChain vs LangGraph vs LlamaIndex vs Haystack vs DSPy
We benchmarked 5 RAG frameworks: LangChain, LangGraph, LlamaIndex, Haystack, and DSPy, by building the same agentic RAG workflow with standardized components: identical models (GPT-4.1-mini), embeddings (BGE-small), retriever (Qdrant), and tools (Tavily web search). This isolates each framework’s true overhead and token efficiency.
eCommerce AI Image Editing: Flux & Nano Banana Pro
AI image editing tools analyze and automatically adjust product photos, allowing eCommerce businesses to enhance quality, remove backgrounds, or modify details with minimal effort. We tested the top 5 AI image editing tools on 20 images and 20 prompts across five dimensions, including prompt adaptability, realism, shadows, color rendering, and image quality. Benchmark results 1.
See All AI ArticlesLatest Insights
Benchmark Best 30 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.
Wu Dao 3.0: China's Version of GPT-5
When the US cut off China’s access to advanced chips, the Beijing Academy of Artificial Intelligence faced a choice: complain about restrictions or work around them. They picked the second option. Wu Dao 3.0, launched in July 2023, throws out the playbook. No massive trillion-parameter models competing for headlines.
Chatbot vs ChatGPT: Differences & Features
When people search for “chatbot vs ChatGPT,” they’re usually trying to figure out if ChatGPT is just another chatbot or something fundamentally different. The confusion makes sense. ChatGPT is technically a chatbot, but calling it one feels like calling a smartphone just a phone. Both descriptions are accurate, yet they miss important distinctions.
GPU Marketplace: Shadeform vs Prime Intellect vs Node AI
Finding available GPU capacity at reasonable prices has become a critical challenge for AI teams. While major cloud providers like AWS and Google Cloud offer GPU instances, they’re often at capacity or expensive. GPU marketplace aggregators have emerged as an alternative, connecting users to dozens of providers through a single interface.
See All AI ArticlesAIMultiple Newsletter
1 free email per week with the latest B2B tech news & expert insights to accelerate your enterprise.
Data-Driven Decisions Backed by Benchmarks
Insights driven by 40,000 engineering hours per year
60% of Fortune 500 Rely on AIMultiple Monthly
Fortune 500 companies trust AIMultiple to guide their procurement decisions every month. 3 million businesses rely on AIMultiple every year according to Similarweb.
See how Enterprise AI Performs in Real-Life
AI benchmarking based on public datasets is prone to data poisoning and leads to inflated expectations. AIMultiple’s holdout datasets ensure realistic benchmark results. See how we test different tech solutions.
Increase Your Confidence in Tech Decisions
We are independent, 100% employee-owned and disclose all our sponsors and conflicts of interests. See our commitments for objective research.