Which AI should I use for coding?

Explain a block of code, and tasks like it, ranked by this site's own recorded cost, speed, and accuracy, blended equally. Not one hand-picked answer: the top 3, and why each one placed where it did.

Primary choice for coding
DeepSeek V3.2DeepSeek

DeepSeek V3.2 is the best overall blend of cost, speed, and accuracy for this task: 89% accurate, 5.3 s to run, $0.0000.

$ 100 ⚡ 98 ✓ 89 Race this →
Secondary choice for coding
GLM-5.2Z-AI

GLM-5.2 is close behind — the cheapest of the three here: 88% accurate, 4.8 s to run, $0.00.

$ 100 ⚡ 98 ✓ 88 Race this →
Third choice for coding
Nemotron 3 UltraNVIDIA

Nemotron 3 Ultra is close behind — the cheapest of the three here: 89% accurate, 7.2 s to run, $0.00.

$ 100 ⚡ 97 ✓ 89 Race this →
Race the primary choice yourself
DeepSeek V3.2 on “explain a block of code”: see the time, cost, and accuracy live
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Beyond what we measure

These get talked about a lot for this category, but we haven’t run them through our own tests yet, so we won’t rank them next to a model we’ve actually measured. Worth knowing exists, not a recommendation.

DeepSeek-R1GPT-4o Minio1 (Pro)

Every pick above is backed by this site’s own recorded runs against the live Anthropic, OpenAI, Meta, DeepSeek, Google, Z-AI, NVIDIA, and MiniMax APIs; never a marketing number. How we measure → · Full model comparison → · New models →