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The Big Three When Comparing GPTs

Pricing (Price per token)

Model pricing varies widely, from Gemini (~$0.40/million tokens) to OpenAI ($13/million tokens). Understanding these costs is crucial for production applications.

Model Choice (Speed)

Different models offer varying speeds, context windows, and specialized capabilities. Choosing the right model depends on your specific use case.

Prompt Engineering (Accuracy/Quality)

The art of prompting affects response quality. There are tradeoffs when adding tooling or structuring JSON that can impact the quality of responses.

AI Playgrounds Comparison

OpenAI Playground

The best way to tune your models in an easy way across any OpenAI model, it also allows you to tweak functions/tools, so you can test when your function call works.

Pros:

  • Great Model Selection
  • Great UI
  • Easy Pricing Previews
  • Generate Prompts/System Prompts
  • Code Generator

Cons:

  • No Function Calling
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OpenAI Playground screenshot

Vercel AI Playground

The best way to checkout the responses of several different models across the playground over several different models (Gemini, Claude, OpenAI and input).

Pros:

  • Great Model Selection
  • Great UI
  • Easy Pricing Previews
  • Code Generator

Cons:

  • No Function Calling
Visit Vercel AI Playground
Vercel AI Playground screenshot

MSTY

Good model selection for local AI experiences as well as remote. However, it requires your own usage of OpenAI keys.

Pros:

  • Wide Prompt Library
  • Model Selection
  • Strong UI

Cons:

  • Requires Custom Key Setup
  • No Web Tooling
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MSTY screenshot

LMArena.ai

Good model selection for local AI experiences as well as remote. However, it requires your own usage of OpenAI keys.

Pros:

  • Widest & Newest Model Selection
  • Grok 3 Preview

Cons:

  • Limited UI Navigatability
  • No Chat History state
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LMArena.ai screenshot

CompareGPTs.com MVP UI

I tried to create a UI to explore my passion for query parameters, that made it easy to click and query UI, but in the result, realized there were some amazing tools. I don't think it is that much better than any of the tools above, but it has a couple of unique UI elements in particular that it's free, and better in 2 ways: you can open multiple websites that access the internet and search intelligently online in one go.

Pros:

  • Decent Model Selection with Internet Access
  • Bookmark Favorite Prompts

Cons:

  • Requires opening separate tab
  • Instructional Teacher help you some common questions but purpose beyond just code comparison (Pro and Con)
Visit CompareGPTs.com

Breaking News in GPTs: Learn About MCP Protocols

Additional Insights

Moreover, as the prospective boundary is wildly different from Gemini (approximately ~$.40/million to OpenAI $13-$100/million tokens), it's important to try different models for your specific use case.

Also, 1 token is about 1M words. Input is the words these AI need to use to inference, and output is the number of characters each of these conversation turns might generate.

Don't leave what you could do today, for tomorrow. In the world of AI, conversations and tokens are the future. Inference, and recursive chain of thought prompting is important, the only way to get involved is to get your hands involved today.

About me:

2x YC, Prod and KP alum. Won a 2024 Hackathon on Voice AI. Connect with me anytime here: linkedin.com/in/amulya-agape

Want to Learn More About Prompting?

If you want to unlock or chat about the art of prompting or editing, meet some builders passionate about the art/future of prompting.

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