7 Coding LLMs, 1 Prompt—Here’s What I Found

Updated: June 2, 2025

Prompt Engineering


Summary

The video compared seven different AI models for coding assistance and web search capabilities. Opus 4 stood out as the best AI coding assistant due to its performance in tasks like cursor movement and file deletion, despite lagging behind previous versions. Pricing was a key factor, with Gemini being the most cost-efficient at $15 per million output tokens. Model selection advice leaned towards Gemini 2.5 Pro for affordability, but performance considerations were also emphasized.


Comparison of Different AI Models

The speaker tested seven different AI models using the same prompt and presented the results. The models include Number One, Number Two, Number Three, and up to Number Seven. Models like Opus 4 and Sonnet 4 were compared for AI coding assistant tasks, with Opus 4 performing relatively better in terminal coding tasks.

Evaluation of Opus 4 Performance

Opus 4 was highlighted as the best AI coding assistant model based on tests. It outperformed other big models like Sonnet 4, excelling in tasks involving cursor movement, file deletion, and long agentic processes. However, Opus 4 was noted to be lagging behind previous versions in performance.

Analysis of Opus 4 Pricing

The pricing comparison of different models was discussed, with Opus 4 priced at $75 per million output tokens. In contrast, Gemini was deemed the most cost-efficient at $15 per million output tokens, making it a viable alternative for users concerned with pricing.

Testing Web Search Capability

The speaker discussed testing all models for web search capabilities, highlighting a specific sequential tool that synthesizes information from web searches. Models like Clot 4, Opus 21, and LLama 4 were tested for their efficiency in gathering and synthesizing information from the web.

Model Evaluation and Comparison

The speaker evaluated and compared different models based on their inclusion of Clot 4, O3, and Cloud 4. Models like Cloud 4 and O3 were assessed for accuracy in capturing release dates and model parameters, with each model exhibiting variations in information synthesis and benchmark accuracy.

Final Thoughts on Model Selection

The speaker provided insights on model selection, expressing a bias towards Gemini 2.5 Pro for its cost-efficiency. While Gemini 2.5 Pro was recommended for its affordability, users were advised to consider performance factors when choosing a model for their tasks.


FAQ

Q: Which AI model was highlighted as the best AI coding assistant based on tests?

A: Opus 4 was highlighted as the best AI coding assistant model.

Q: What was Opus 4 noted to excel in among tasks involving cursor movement, file deletion, and long agentic processes?

A: Opus 4 was noted to excel in tasks involving cursor movement, file deletion, and long agentic processes.

Q: What was the pricing of Opus 4 per million output tokens?

A: Opus 4 was priced at $75 per million output tokens.

Q: Which AI model was deemed the most cost-efficient at $15 per million output tokens?

A: Gemini was deemed the most cost-efficient at $15 per million output tokens.

Q: Which sequential tool was highlighted for synthesizing information from web searches?

A: A specific sequential tool was highlighted for synthesizing information from web searches.

Q: Which model was recommended for its cost-efficiency?

A: Gemini 2.5 Pro was recommended for its cost-efficiency.

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