Fieldbook to AIThe plain-English guide to which AI to use

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Best AI for coding

For programming help, Claude Opus 5.5 is our pick when quality matters most, and Claude Sonnet 5.5 is the better value.

Last updated .

Costs here use the prices AI companies charge software developers, so they show relative cost, not your monthly bill. See what ChatGPT, Claude and Gemini charge you.

Model and our take (editorial)TypeSmartnessReads at once*EssayChatPDF
Claude Sonnet 5.5
Made by Anthropic, the company behind Claude.The sensible default: close to the top tier for writing, fixing code and everyday work, at about half the price of Claude Opus 5.5.
Most capable★★★★★1,500 pages$0.01$2.62$0.07
Claude Opus 5.5
Made by Anthropic, the company behind Claude.The strongest all-round pick when quality matters more than cost, especially for big, complicated jobs like long coding projects.
Most capable★★★★★1,500 pages$0.03$5.25$0.15
GPT-6.1 Sol
Made by OpenAI, the company behind ChatGPT.Good value from OpenAI: strong at programming and working through long documents, at a mid-range price.
Most capable★★★★★1,580 pages$0.01$2.62$0.07
Grok 4.7
Made by SpaceXAI, the company behind Grok.Grok's top model, aimed at programming and long, multi-step jobs, priced below most top models.
Most capable★★★★☆750 pages$0.01$2.54$0.07
Muse Spark Open
Made by Meta, the company behind Meta AI.A downloadable Meta model tuned for programming. The one to watch if you want to run your own coding helper.
Free to downloadfree to downloadNot rated yet1,570 pages$0.01$1.60$0.04
Kimi K3
Made by Moonshot AI.A very large downloadable model for complicated programming and long jobs.
Free to downloadfree to download★★★★☆1,570 pages$0.02$0.61$0.02

Essay = a 1,000-word essay; Chat = a 100-message conversation; PDF = summarizing a 50-page PDF. *A rule of thumb: one page is about 500 words, and a model "reads" about 0.75 words per token. Smartness is our 1 to 5 banding of the Artificial Analysis Intelligence Index (how); "Not rated yet" means no score is available. Costs are computed from list prices using the assumptions on How we work.

How we chose: Editorial shortlist. We have not run our own coding tests yet.

Why each one

Claude Sonnet 5.5
The sensible default: close to the top tier for writing, fixing code and everyday work, at about half the price of Claude Opus 5.5.
Claude Opus 5.5
The strongest all-round pick when quality matters more than cost, especially for big, complicated jobs like long coding projects.
GPT-6.1 Sol
Good value from OpenAI: strong at programming and working through long documents, at a mid-range price.
Grok 4.7
Grok's top model, aimed at programming and long, multi-step jobs, priced below most top models.
Muse Spark Open
A downloadable Meta model tuned for programming. The one to watch if you want to run your own coding helper.
Kimi K3
A very large downloadable model for complicated programming and long jobs.