Introduction: AI Basics

AI models, specifically Large Language Models (LLMs) like GPT (Generative Pre-trained Transformer), are advanced computational frameworks designed to understand, generate, and manipulate human-like text based on vast amounts of training data. They use deep learning techniques to predict and generate responses, making them powerful automatization tools.

AI models can be categorized into private and open-source:

• Private AI models are proprietary technologies developed and owned by organizations. They use these models internally or offer them as commercial services but do not provide public access to the model's underlying code or architecture.

• Open-source AI models are made available with their source code freely accessible to the public. This openness allows developers worldwide to contribute to the model's improvement, understand its functionality, or use it in their projects.

Access Modes: Chatbots and API Keys

In general, AI models can be accessed in several ways:

• Chatbots: These are conversational agents that interact with users in a natural, human-like manner. Chatbots powered by AI models can be found on websites, in applications, and as part of customer service operations, providing responses based on the AI's training and capabilities.

• API Keys with Pay Per Queries: Some AI models are accessible through APIs (Application Programming Interfaces), which require an API key. This setup usually involves a payment structure where users pay based on the number of queries or the amount of computational resources used. This method is commonly used by businesses and developers who need to integrate AI capabilities into their applications.

Task-Specific Performance

Different AI models can be used to solve various tasks, and their effectiveness can vary based on the task:

• Language Understanding: Text-to-text models excel in understanding and generating text, making them ideal for writing, translation, and summarization.

• Image Generation: Models like DALL-E are specifically designed for creating images from textual descriptions, useful in graphic design, art, and more.

• Custom Tasks: Some models are specifically fine-tuned or designed for niche tasks like video, medical AI tools, legal analysis, or coding – it may depend on the knowledge is incorporated into the model.

Finding the Best AI for Your Needs

The field of Artificial Intelligence is currently experiencing a boom, with new models popping up weekly. You don't need to look far for an example: just recently, Meta AI introduced Llama 3, their new model, and yesterday OpenAI unveiled its new flagship model, GPT-4o. And we might see Google AI's response as early as today, during Google I/O conference.

This rapid development leads to an essential question: which AI models are the best? This article aims to shine a light on resources that can help you determine which AI models excel in writing, coding, and solving mathematical problems, and how to compare them in terms of speed and cost.

To find the best AI, consider what tasks you need the AI to perform. Are you looking for the best AI for text generation, or do you need an AI model for coding? What is the best medical AI tool? In this article, we highlight several resources that enable you to compare different AI models side-by-side, helping you make an informed decision based on your specific requirements.

Tools to Compare AI models

1. Chatbot Arena by LMSYS

Chatbot Arena is an extremely popular independent platform for comparing various LLMs, enjoying significant authority in the AI community. Here you can not only see a detailed ranking of AI different models with filters by various parameters, but you can also compare models and rate them yourself. Currently, Chatbot Arena supports about 100 of the most popular models, and the list is constantly expanding.

2. ChatLabs AI

ChatLabs by Writingmate is a modern AI platform supporting over 30 of the most powerful and popular AI models from the ranking above.

After registration, you gain access to all models such as GPT-4, LLama 3, Gemini 1.5 Pro, and Claude 3 Opus from one place, which is extremely convenient. This is also very economical – by paying just for one subscription, you can use all the modern paid LLMs, which greatly saves your budget. Notably, ChatLabs provides access not only to paid models but also to many models completely free of charge. Moreover, all new models entering the market are added to ChatLabs within a few days.

ChatLabs supports a AI Split View feature, which helps send a single query to different models and compare not only the responses but also the task execution speed, the number of tokens used, and the cost of queries (this can be useful for those who want to use models through API for their needs and projects).

Another unique aspect of ChatLabs is the ability to use many models in countries that are not supported by these models. For example, you can access Claude 3, a popular model from Anthropic, living in Europe – unfortunately, the company does not offer such an opportunity in its chatbot.

With ChatLabs, you can always choose the best AI model for your task, whether it's AI for medical students, the best AI for engineers, or the best LLM for writing texts.

3. Leaderboard by Artificial Analysis

Artificial Analysis has gathered the top 100 LLMs in one table so that you can conveniently choose the best model for your tasks.

You can select models based on various parameters:

• Benchmarks: Chatbot Arena, MMLU, HumanEval, Index of evals, MT-Bench.

• Cost: entry, exit, average

• Speed in tokens/sec: median, P5, P25, P75, P95 (those who understand, understand).

• Latency: median, P5, P25, P75, P95.

• Context window size.

• Compatibility with the OpenAI library.

• API Provider.

  
  

Examples of top AIs in each category include:

• Benchmarks: GPT-4o

• Cost: $0.06/1M tokens Llama 3 (8B) via API groq

• Speed: 912.9 tokens/sec Llama 3 (8B) via API groq

• Latency: 0.13s Mistral 7B via API baseten

• Context window size: 1m Gemini 1.5 Pro

Conclusion

Keeping up with AI innovations is simpler when you know where to look. Using resources like Chatbot Arena, Artificial Analysis, and ChatLabs, you can ensure that you are using the most advanced, fastest, and cost-effective LLMs available. Whether you are a student, engineer, or content creator, these tools can help you select the ideal AI model for your needs, encouraging continual learning and experimentation in the ever-evolving field of AI.