Best LLMs For Programming: Overview, Tables and Costs

Best LLMs For Programming: Overview, Tables and Costs

November 22, 2024 Hugo Huijer
As a developer and AI enthusiast, I've spent considerable time researching different Language Learning Models (LLMs) to help fellow programmers make informed decisions. While I haven't personally tested all these models (I want to be transparent about that!), I've gathered data from reliable sources to give you a solid overview of what's available.

What are the best LLMs for Programming?

Finding the right LLM for programming isn't just about picking the most powerful one - it's about finding the sweet spot between capabilities, cost, and your specific needs. After analyzing the available options, I've identified five standout choices that could fit different programming scenarios and budgets.
ModelProviderContext WindowCost (Input/Output)Best For
Claude-3 OpusAnthropic200K tokens$15/$75 per 1M tokensComplex projects, architecture design
Gemini 1.5 Pro PreviewGoogle1M tokens$0.08/$0.31 per 1M tokensBalanced performance and cost
Open Mistral NemoMistral128K tokens$0.30/$0.30 per 1M tokensDaily development tasks
Claude-3 HaikuAnthropic200K tokens$0.25/$1.25 per 1M tokensBudget-conscious quality assistance
Llama 3.2 11BMeta AI128K tokens$0.35/$0.35 per 1M tokensTeam standardization
Anthropic Logo

Anthropic - Claude-3 Opus

If you're tackling complex programming challenges and budget isn't your primary concern, Claude-3 Opus is a powerhouse. Think of it as having a senior developer available 24/7 who can help with everything from architecture decisions to debugging complex systems.
Model Nameclaude-3-opus-20240229
Context Window200K tokens
Pricing$15/$75 per 1M tokens
Google Gemini Logo

Google - Gemini 1.5 Pro Preview

Here's where things get interesting - Gemini 1.5 Pro Preview offers an impressive balance of capabilities and cost. With its massive context window, you can throw entire codebases at it without breaking a sweat. It's like having a Swiss Army knife that doesn't break the bank.
Model Namegemini-1.5-pro-preview-0514
Context Window1M tokens
Pricing$0.08/$0.31 per 1M tokens
Mistral Logo

Mistral - Open Mistral Nemo

Open Mistral Nemo is what I'd call the "people's champion" - it delivers solid performance at a very reasonable price point. The consistent pricing for input and output makes it super easy to budget for, which is always a plus in my book.
Model Nameopen-mistral-nemo
Context Window128K tokens
Pricing$0.30/$0.30 per 1M tokens
Anthropic Logo

Anthropic - Claude-3 Haiku

Don't let the "budget" label fool you - Claude-3 Haiku packs a serious punch. It's Anthropic's most affordable option, but it still carries much of the DNA that makes Claude models great for programming tasks.
Model Nameclaude-3-haiku-20240307
Context Window200K tokens
Pricing$0.25/$1.25 per 1M tokens
Meta AI Logo

Meta AI - Llama 3.2 11B

Llama 3.2 11B hits a sweet spot for teams looking to standardize their AI tooling. With its predictable pricing and solid capabilities, it's like having a reliable team member who's always ready to help.
Model Namellama-3.2-11b-instruct
Context Window128K tokens
Pricing$0.35/$0.35 per 1M tokens

Remember, the "best" LLM really depends on your specific needs. Are you working on complex system architecture? Claude-3 Opus might be your best bet. Running a startup on a bootstrap budget? Gemini 1.5 Pro Preview could give you the most bang for your buck. The key is to match the model's strengths with your particular use case.

Also, keep in mind that this field moves incredibly fast - what's true today might change tomorrow. I'd recommend doing a quick check on the latest pricing and capabilities before making your final decision. Happy coding! 🚀

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