Capability board · coding signal
Coding Index leaderboard
This board ranks the published Coding suite score. When a model has current Arena Code WebDev evidence, Coding is a multi-source blend, otherwise it is the Artificial Analysis coding index.
Intelligence Index leaderboard
Coding Index leaderboard
Agentic Index leaderboard
Arena Code WebDev leaderboard
VCI overall →
| Rank | Model | Coding | VCI | Blended $/M | Strengths |
|---|---|---|---|---|---|
| 1 | 83.5 | 66.5 | $6 | Strongest Coding #1 · Softest Agentic #3 | |
| 2 |
|
81.8 | 66.5 | $11.25 | Strongest Coding #2 · Softest Agentic #2 |
| 3 |
|
81.3 | 67.0 | $22 | Strongest Coding #3 · Softest Agentic #1 |
| 4 |
GPT-5.6 Terra
OpenAI
|
76.7 | 62.1 | $5.63 | Strongest Coding #4 · Softest Agentic #4 |
| 5 |
|
76.4 | 62.0 | $10 | Strongest Coding #5 · Softest Agentic #5 |
| 6 |
|
75.7 | 60.3 | $11 | Strongest Coding #6 · Softest Agentic #10 |
| 7 | 75.0 | 60.5 | $3 | Strongest Coding #7 · Softest Agentic #7 | |
| 8 | 74.1 | 58.7 | $2.15 | Strongest Coding #8 · Softest Agentic #11 | |
| 9 |
|
73.9 | 59.9 | $11.25 | Strongest Coding #9 · Softest Agentic #9 |
| 10 | 73.6 | 60.1 | $4 | Strongest Coding #10 · Softest Agentic #6 | |
| 11 | 73.3 | 56.2 | $2 | Strongest Coding #11 · Softest Agentic #14 | |
| 12 |
GPT-5.6 Luna
OpenAI
|
71.4 | 58.3 | $2.25 | Strongest Coding #12 · Softest Agentic #8 |
| 13 |
|
70.8 | 55.0 | $3.38 | Strongest Coding #13 · Softest Agentic #15 |
| 14 |
|
69.1 | 55.8 | $5.63 | Strongest Coding #14 · Softest Agentic #12 |
| 15 |
|
68.7 | 50.8 | $2.22 | Strongest Coding #15 · Softest Agentic #22 |
| 16 |
|
67.1 | 53.9 | $6 | Strongest Coding #16 · Softest Agentic #13 |
| 17 |
|
66.9 | 46.9 | $4.5 | Strongest Coding #17 · Softest Agentic #41 |
| 18 |
|
65.9 | 49.1 | $1.71 | Strongest Coding #18 · Softest Agentic #23 |
| 19 | 63.0 | 47.1 | $1.71 | Strongest Coding #19 · Softest Agentic #26 | |
| 20 | 62.8 | 46.9 | $1.5 | Strongest Coding #20 · Softest Agentic #27 | |
| 21 |
|
62.7 | 49.5 | $0.53 | Strongest Coding #21 · Softest Agentic #17 |
| 22 | 62.6 | 46.7 | $2.14 | Strongest Coding #22 · Softest Agentic #25 | |
| 23 |
|
61.6 | 49.3 | $2.18 | Strongest Coding #23 · Softest Agentic #16 |
| 24 |
KAT Coder Pro V2
Kwaipilot
|
59.5 | 38.9 | $0.53 | Strongest Coding #24 · Softest Agentic #55 |
| 25 |
|
59.1 | 45.6 | $0.44 | Strongest Coding #25 · Softest Agentic #20 |
| 26 |
Hy3
Tencent
|
58.8 | 45.4 | $0.12 | Strongest Coding #26 · Softest Agentic #21 |
| 27 |
|
58.4 | 43.9 | $0.74 | Strongest Coding #27 · Softest Agentic #29 |
| 28 | 58.4 | 42.0 | $0.14 | Strongest Coding #28 · Softest Agentic #38 | |
| 29 |
|
56.4 | 43.9 | $1.69 | Strongest Coding #29 · Softest Agentic #24 |
| 30 |
DeepSeek V4 Flash
DeepSeek
|
56.2 | 44.2 | $0.18 | Strongest Coding #30 · Softest Agentic #19 |
| 31 |
GPT-5.4 nano
OpenAI
|
56.1 | 42.5 | $0.46 | Strongest Coding #31 · Softest Agentic #30 |
| 32 |
|
55.9 | 40.2 | $0.56 | Strongest Coding #32 · Softest Agentic #44 |
| 33 |
|
55.6 | 44.5 | $1.76 | Strongest Coding #33 · Softest Agentic #18 |
| 34 |
|
53.9 | 40.8 | $0.53 | Strongest Coding #34 · Softest Agentic #34 |
| 35 |
Qwen3.6 27B
Alibaba
|
53.7 | 41.0 | $1.03 | Strongest Coding #35 · Softest Agentic #32 |
| 36 |
Claude 4.5 Sonnet
Anthropic
|
52.1 | 39.3 | $6.6 | Strongest Coding #36 · Softest Agentic #36 |
| 37 |
|
52.1 | 38.1 | $1.3 | Strongest Coding #37 · Softest Agentic #39 |
| 38 |
|
51.7 | 38.0 | $3.44 | Strongest Coding #38 · Softest Agentic #43 |
| 39 | 51.5 | 40.9 | $1.25 | Strongest Coding #39 · Softest Agentic #28 | |
| 40 |
|
51.5 | 38.8 | $1 | Strongest Coding #40 · Softest Agentic #35 |
| 41 |
|
51.1 | 36.7 | $1.09 | Strongest Coding #41 · Softest Agentic #46 |
| 42 |
Nemotron 3 Ultra 550B A55B
NVIDIA
|
49.3 | 39.3 | $1.05 | Strongest Coding #42 · Softest Agentic #31 |
| 43 |
|
47.9 | 35.3 | $0.72 | Strongest Coding #43 · Softest Agentic #45 |
| 44 |
|
47.5 | 33.3 | $0.96 | Strongest Coding #44 · Softest Agentic #52 |
| 45 |
|
47.4 | 30.5 | — | Strongest Coding #45 · Softest Agentic #58 |
| 46 |
|
47.1 | 34.0 | $1 | Strongest Coding #46 · Softest Agentic #50 |
| 47 |
Gemini 2.5 Pro Preview
Google
|
46.7 | — | — | — |
| 48 |
|
46.6 | 31.9 | $0.16 | Strongest Coding #48 · Softest Agentic #56 |
| 49 |
|
45.4 | 36.4 | $1.56 | Strongest Coding #49 · Softest Agentic #37 |
| 50 |
|
44.3 | 35.9 | $3.44 | Strongest Coding #50 · Softest Agentic #33 |
| 51 |
Claude 4.5 Haiku
Anthropic
|
43.9 | 31.4 | $2.2 | Strongest Coding #51 · Softest Agentic #54 |
| 52 |
|
43.8 | 32.3 | $3 | Strongest Coding #52 · Softest Agentic #48 |
| 53 |
|
43.6 | 28.6 | $0.2 | Strongest Coding #53 · Softest Agentic #60 |
| 54 |
DeepSeek V3.1 Terminus
DeepSeek
|
43.5 | 32.0 | $0.44 | Strongest Coding #54 · Softest Agentic #51 |
| 55 |
Ring-2.6-1T
Inclusionai
|
42.8 | 32.0 | $0.22 | Strongest Coding #55 · Softest Agentic #49 |
| 56 |
Qwen3.6 35B A3B
Alibaba
|
41.9 | 32.7 | $0.55 | Strongest Coding #56 · Softest Agentic #42 |
| 57 |
o1
OpenAI
|
39.7 | — | $26.25 | — |
| 58 |
|
39.6 | 31.4 | $0.44 | Strongest Coding #58 · Softest Agentic #40 |
| 59 | 37.7 | 25.1 | $0.17 | Strongest Coding #59 · Softest Agentic #65 | |
| 60 |
Claude 4 Sonnet
Anthropic
|
37.6 | 28.5 | $6 | Strongest Coding #60 · Softest Agentic #53 |
| 61 |
|
36.5 | 25.4 | $0.62 | Strongest Coding #61 · Softest Agentic #59 |
| 62 |
North Mini Code
Cohere
|
36.5 | 21.5 | $0 | Strongest Coding #62 · Softest Agentic #74 |
| 63 |
Qwen3 Coder Next
Alibaba
|
36.2 | 23.6 | $0.53 | Strongest Coding #63 · Softest Agentic #64 |
| 64 |
Gemini 3.1 Flash-Lite
Google
|
34.7 | 22.8 | $0.56 | Strongest Coding #64 · Softest Agentic #68 |
| 65 | 31.8 | 22.0 | $3.44 | Strongest Coding #65 · Softest Agentic #67 | |
| 66 |
gpt-oss-120b
OpenAI
|
30.4 | 23.1 | $0.26 | Strongest Coding #66 · Softest Agentic #57 |
| 67 |
|
30.4 | 21.2 | $0.8 | Strongest Coding #67 · Softest Agentic #61 |
| 68 |
Claude 3.5 Sonnet
Anthropic
|
30.2 | — | — | — |
| 69 |
Devstral Small 2
Mistral
|
29.3 | 20.3 | — | Strongest Coding #69 · Softest Agentic #62 |
| 70 |
Qwen3.5 9B
Alibaba
|
28.7 | 19.8 | $0.11 | Strongest Coding #70 · Softest Agentic #66 |
| 71 |
Command A+
Cohere
|
27.8 | 20.2 | $4.38 | Strongest Coding #71 · Softest Agentic #63 |
| 72 |
Mistral Small 4
Mistral
|
26.6 | 17.5 | $0.33 | Strongest Coding #72 · Softest Agentic #72 |
| 73 |
Mistral Small 3.1
Mistral
|
26.3 | 16.6 | — | Strongest Coding #73 · Softest Agentic #71 |
| 74 |
Claude 3.5 Sonnet (June '24)
Anthropic
|
26.0 | — | — | — |
| 75 |
Ling 2.6 Flash
Inclusionai
|
25.3 | 15.0 | $0.02 | Strongest Coding #75 · Softest Agentic #79 |
| 76 |
DeepSeek R1
DeepSeek
|
24.6 | 15.9 | $2.6 | Strongest Coding #76 · Softest Agentic #75 |
| 77 |
|
24.3 | 16.0 | $0.75 | Strongest Coding #77 · Softest Agentic #70 |
| 78 |
GPT-4o
OpenAI
|
24.2 | — | $7.5 | — |
| 79 |
Gemini 1.5 Pro
Google
|
23.6 | — | — | — |
| 80 |
Nova 2.0 Lite
Amazon
|
23.0 | 15.1 | $0.85 | Strongest Coding #80 · Softest Agentic #76 |
| 81 |
DeepSeek V3
DeepSeek
|
23.0 | 13.8 | $0.35 | Strongest Coding #81 · Softest Agentic #90 |
| 82 |
Qwen3 235B A22B 2507
Alibaba
|
22.1 | 15.2 | $0.75 | Strongest Coding #82 · Softest Agentic #73 |
| 83 |
GPT-4 Turbo
OpenAI
|
21.5 | — | $15 | — |
| 84 |
DeepSeek V3 0324
DeepSeek
|
21.2 | 13.1 | $0.48 | Strongest Coding #84 · Softest Agentic #92 |
| 85 |
K2 Think V2
Moonshot
|
21.0 | 13.5 | $1.08 | Strongest Coding #85 · Softest Agentic #84 |
| 86 |
gpt-oss-20b
OpenAI
|
20.7 | 13.4 | $0.08 | Strongest Coding #86 · Softest Agentic #77 |
| 87 |
Mistral Medium 3.1
Mistral
|
20.5 | 14.3 | $0.8 | Strongest Coding #87 · Softest Agentic #69 |
| 88 |
GPT-4.1 mini
OpenAI
|
20.2 | 12.6 | $0.7 | Strongest Coding #88 · Softest Agentic #88 |
| 89 |
Claude 3 Opus
Anthropic
|
19.5 | — | — | — |
| 90 |
Qwen3 Next 80B A3B
Alibaba
|
17.4 | 11.9 | $0.41 | Strongest Coding #90 · Softest Agentic #81 |
| 91 |
o3-mini
OpenAI
|
16.3 | 11.1 | $1.93 | Strongest Coding #91 · Softest Agentic #89 |
| 92 |
Llama 4 Maverick
Meta Llama
|
16.3 | 10.7 | $0.35 | Strongest Coding #92 · Softest Agentic #94 |
| 93 |
Solar Pro 3
Upstage
|
16.2 | 11.1 | $0.26 | Strongest Coding #93 · Softest Agentic #78 |
| 94 |
|
16.1 | — | $0.06 | — |
| 95 |
Claude 3.5 Haiku
Anthropic
|
15.9 | 10.3 | — | Strongest Coding #95 · Softest Agentic #83 |
| 96 |
GPT-5 mini
OpenAI
|
15.6 | 18.9 | $0.69 | Strongest Intelligence #59 · Softest Coding #96 |
| 97 |
Qwen3 32B
Alibaba
|
15.3 | 9.8 | $0.15 | Strongest Coding #97 · Softest Agentic #85 |
| 98 | 14.4 | 10.0 | $0.09 | Strongest Coding #98 · Softest Agentic #82 | |
| 99 |
Ministral 3 14B
Mistral
|
14.4 | 9.5 | $0.35 | Strongest Coding #99 · Softest Agentic #80 |
| 100 |
Claude 2.1
Anthropic
|
14.0 | — | — | — |
| 101 |
Qwen3 14B
Alibaba
|
13.8 | 8.9 | $0.15 | Strongest Coding #101 · Softest Agentic #87 |
| 102 |
GPT-4
OpenAI
|
13.1 | — | $37.5 | — |
| 103 |
Claude 2.0
Anthropic
|
12.9 | — | — | — |
| 104 |
Qwen3 30B A3B 2507
Alibaba
|
12.1 | 9.0 | $0.49 | Strongest Intelligence #83 · Softest Agentic #86 |
| 105 |
Llama 3.3 Instruct 70B
Meta Llama
|
11.9 | 7.3 | $0.2 | Strongest Coding #105 · Softest Agentic #100 |
| 106 |
GPT-4o mini
OpenAI
|
11.4 | — | $0.29 | Strongest Coding #106 · Softest Agentic #98 |
| 107 |
GPT-4.1 nano
OpenAI
|
11.1 | 7.3 | $0.18 | Strongest Coding #107 · Softest Agentic #95 |
| 108 |
GPT-3.5 Turbo
OpenAI
|
10.7 | — | $0.75 | — |
| 109 |
Gemma 3 27B Instruct
Google
|
10.1 | 6.1 | $0.1 | Strongest Coding #109 · Softest Agentic #101 |
| 110 |
Ministral 3 8B
Mistral
|
9.7 | 6.6 | $0.3 | Strongest Coding #110 · Softest Agentic #96 |
| 111 |
Qwen3 8B
Alibaba
|
9.0 | 6.2 | $0.21 | Strongest Coding #111 · Softest Agentic #93 |
| 112 |
Llama 4 Scout
Meta Llama
|
8.2 | 6.1 | $0.15 | Strongest Intelligence #93 · Softest Agentic #97 |
| 113 |
Claude Instant
Anthropic
|
7.8 | — | — | — |
| 114 |
Gemma 3 12B Instruct
Google
|
5.8 | 3.8 | $0.08 | Strongest Coding #114 · Softest Agentic #102 |
| 115 |
Llama 3.1 Instruct 8B
Meta Llama
|
5.4 | 4.1 | $0.03 | Strongest Intelligence #98 · Softest Agentic #99 |
| 116 |
Ministral 3 3B
Mistral
|
4.8 | 4.1 | $0.15 | Strongest Intelligence #100 · Softest Agentic #91 |
| 117 |
Phi-4 Mini Instruct
Microsoft
|
3.8 | 3.0 | — | Strongest Intelligence #101 · Softest Agentic #103 |
| 118 |
Gemma 3n E4B Instruct
Google
|
3.2 | — | $0.08 | — |
| 119 |
Gemma 3 4B Instruct
Google
|
2.7 | — | $0.06 | — |