Community telemetry

See how models perform in the real world.

Usage, speed, value, and coding benchmarks—grounded in how CodingFleet users actually work, not marketing claims.

Models tracked
Across the selected period
Tokens served
Prompt and completion tokens
Fastest response
Characters per second
Community favorite
Models with 10+ votes

Token usage over time

Model usage across CodingFleet.

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Model leaderboard

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Model Speed Usage Credits User score Coding LiveBench WebDev Arena
1 GPT-4 Turbo OpenAI · Legacy 43.7 chars/s 62 31 10
2 Grok-3 (Beta) SpaceXAI · Legacy 99.0 chars/s 142 3 3 73.6 63.2
3 Claude 3.5 Sonnet Anthropic · Legacy 167.6 chars/s 319 77 2
4 DeepSeek V3 DeepSeek · Legacy 204.1 chars/s 1.1K 9 1
5 DeepSeek R1 DeepSeek · Legacy 273.3 chars/s 1.4K 1 1
6 Llama 3.3 70B Meta · Legacy 136.6 chars/s 1.5K 19 1 24.1 45.7
7 GPT-3.5 Turbo OpenAI · Legacy 85.0 chars/s 10.2K 56 1
8 Qwen2.5-Coder 32B Qwen · Legacy 357.2 chars/s 31.9K 8 1 56.9 46.2 904.1
9 GPT-4o Mini OpenAI · Legacy 16.6 chars/s 184.9K 65 1 43.2 41.3
10 Grok 4.5 SpaceXAI · Available 76.3 chars/s 248.7K 24 4
11 Llama 3.1 405B Meta · Legacy 105.5 chars/s 261.8K 17 2 42.7 52.4 813.7
12 Mistral Large 3 Mistral · Available 253.3 chars/s 823.1K 25 1 62.9 50.3
13 Grok-4.3 SpaceXAI · Available 349.3 chars/s 1.4M 25 3
14 Kimi K2 (0905) Moonshot AI · Legacy 184.7 chars/s 1.6M 25 1 71.8 62.7
15 Grok-3 Mini (Beta) SpaceXAI · Legacy 294.3 chars/s 1.7M 8 1 54.5 70.3
16 Gemini 3.6 Flash Google · Available 389.6 chars/s 2.0M 26 4
17 Qwen 3.7 Plus Qwen · Available 319.5 chars/s 2.6M 26 1
18 Grok-4.20 SpaceXAI · Legacy 700.7 chars/s 2.8M 25 4
19 Kimi K2 Thinking Moonshot AI · Legacy 138.5 chars/s 3.0M 25 1
20 GPT-4o OpenAI · Legacy 223.5 chars/s 3.0M 52 2
21 Qwen3 Coder Qwen · Legacy 293.2 chars/s 3.3M 24 2 73.2 60.5
22 Gemma 4 26B Free Models · Available 62.8 chars/s 4.1M 24 0
23 GPT-5.2 Codex OpenAI · Legacy 225.7 chars/s 5.2M 22 8
24 Codestral (2508) Mistral · Available 433.2 chars/s 5.2M 22 1
25 Mistral Medium 3.5 Mistral · Available 374.6 chars/s 5.6M 22 2
26 Llama 4 Maverick Meta · Legacy 288.9 chars/s 6.1M 4 1 54.2 55.2 998.5
27 GLM 4.7 Z.ai · Legacy 91.8 chars/s 7.2M 22 1 73.1 58.1
28 Mistral Medium 3 Mistral · Legacy 264.0 chars/s 7.9M 20 1 61.5 56.6 1160.1
29 Claude 4 Opus Anthropic · Legacy 124.5 chars/s 8.2M 50–60 73.3 72.9 1405.5
30 Kimi K3 Moonshot AI · Available 100.7 chars/s 10.4M 21 7
31 GPT-5 Pro OpenAI · Legacy 35.0 chars/s 12.9M 21 70 72.1 78.7
32 GLM 4.6 Z.ai · Legacy 159.0 chars/s 13.0M 21 1
33 Grok-4.20 Beta SpaceXAI · Legacy 627.6 chars/s 13.6M 21 4
34 Grok-4 SpaceXAI · Legacy 126.8 chars/s 15.2M 19 5 71.3 72.1
35 Qwen 3.6 Max Preview Qwen · Legacy 50.5 chars/s 16.8M 19 4
36 OpenAI o4-mini OpenAI · Legacy 157.7 chars/s 17.5M 25 2 1095.1
37 MiMo V2 Pro Xiaomi · Available 302.5 chars/s 18.6M 20 1
38 Hy3 Tencent · Available 177.1 chars/s 20.1M 19 1
39 Gemini 2.0 Flash Google · Legacy 530.6 chars/s 22.9M 28 1 64.7 60.1 1035.2
40 Qwen3 235B A22B Qwen · Legacy 159.2 chars/s 23.8M 19 1 66.4 64.9
41 Claude 3.7 Sonnet Anthropic · Legacy 176.1 chars/s 27.9M 35 6–7 74.3 67.4 1356.7
42 DeepSeek V3.2 Thinking DeepSeek · Legacy 49.7 chars/s 30.5M 4 1 64.6 66.6
43 Grok Build 0.1 SpaceXAI · Available 326.5 chars/s 39.1M 20 1
44 MiniMax M2.5 MiniMax · Legacy 143.4 chars/s 39.5M 20 1 70.7 60.1
45 GLM 5V Turbo Z.ai · Available 223.6 chars/s 54.8M 15 1
46 MiMo V2.5 Pro Xiaomi · Available 191.1 chars/s 56.3M 15 1
47 Qwen 3.6 Flash Qwen · Available 234.1 chars/s 61.0M 14 1
48 Kimi K2.7 Code Moonshot AI · Available 176.8 chars/s 62.1M 14 1
49 Qwen 3.5 Plus Qwen · Legacy 178.5 chars/s 63.5M 14 1
50 GPT-5.6 Luna OpenAI · Available 428.1 chars/s 66.1M 14 1–5
51 Qwen 3.5 Flash Qwen · Legacy 339.4 chars/s 67.7M 14 1
52 Kimi K2.6 Moonshot AI · Available 62.5 chars/s 71.0M 13 1
53 OpenAI o3 OpenAI · Legacy 132.9 chars/s 76.6M 9 4–5 77.9 74.6 1188.3
54 Grok-4 Fast SpaceXAI · Legacy 373.6 chars/s 76.7M 13 1 0.4
55 Grok-4.1 Fast SpaceXAI · Legacy 165.3 chars/s 80.1M 13 1
56 GLM 5 Turbo Z.ai · Legacy 164.2 chars/s 86.2M 13 1
57 GPT-5.1 Codex Max OpenAI · Legacy 196.7 chars/s 98.6M 13 4–5 81.4 75.2
58 GLM 5 Z.ai · Legacy 186.2 chars/s 120.2M 11 1 73.6 68.9 1456.0
59 GPT-5.6 Sol OpenAI · Available 351.7 chars/s 126.9M 11 14–24 1.0
60 GLM 5.2 Z.ai · Available 253.3 chars/s 130.9M 11 2
61 Gemini 3.5 Flash Google · Available 309.6 chars/s 133.6M 11 4 1.0
62 MiniMax M3 MiniMax · Available 275.9 chars/s 135.5M 11 1
63 Qwen 3.7 Max Qwen · Available 134.9 chars/s 138.0M 11 3
64 Claude 4.1 Opus Anthropic · Legacy 113.8 chars/s 138.5M 11 50–60 74.0 73.5 1476.5
65 Kimi K2.5 Moonshot AI · Available 94.8 chars/s 140.6M 11 1 77.9 69.1
66 Claude Fable 5 Thinking Anthropic · Available 154.0 chars/s 147.5M 10 34
67 GPT-5.6 Terra OpenAI · Available 344.5 chars/s 150.2M 10 7–12
68 MiniMax M2.7 MiniMax · Available 193.5 chars/s 170.3M 10 1
69 Qwen 3.6 Plus Qwen · Available 73.0 chars/s 171.5M 9 1
70 Claude 3.5 Haiku Anthropic · Legacy 204.1 chars/s 185.3M 14 1 53.2 45.0 1133.8
71 GPT-4.1 mini OpenAI · Legacy 211.7 chars/s 205.3M 1 0.0 72.1 59.1 1194.4
72 GLM 5.1 Z.ai · Available 133.4 chars/s 241.0M 7 1
73 GPT-4.1 OpenAI · Legacy 200.1 chars/s 285.6M 4 6 73.2 63.0 1256.5
74 Claude Sonnet 5 Anthropic · Available 196.9 chars/s 288.4M 8 6–7
75 Gemini 2.5 Pro Google · Legacy 166.3 chars/s 295.7M 6 4 0.6 72.9 79.0 1409.1
76 Gemini 2.5 Flash Google · Legacy 360.7 chars/s 332.7M 8 1 0.3 60.3 69.9 1304.9
77 Gemini 3 Pro Google · Legacy 160.0 chars/s 411.0M 7 4 1.0 74.6 79.7 1481.0
78 GPT-5.3 Codex OpenAI · Legacy 109.9 chars/s 497.3M 5 5–9
79 DeepSeek V3.2 DeepSeek · Legacy 98.3 chars/s 498.0M 3 1 0.3 68.5 62.6
80 GPT-5.1 Codex Mini OpenAI · Available 262.6 chars/s 550.4M 5 1 0.7 71.8 69.8 1248.0
81 Gemini 3.1 Pro Google · Available 177.5 chars/s 592.6M 3 4 1.0 76.5 79.9 1500.0
82 GPT-5.5 OpenAI · Available 207.9 chars/s 602.2M 3 13–22 82.5 80.7
83 GPT-5.2 Codex OpenAI · Legacy 111.8 chars/s 646.4M 2 5–9 0.8 83.6 74.3
84 GPT-5.1 OpenAI · Legacy 167.6 chars/s 707.0M 1 3–5 0.9 72.5 72.5 1395.0
85 Claude Opus 4.8 Anthropic · Available 149.5 chars/s 1.0B 15–17
86 Claude Opus 4.7 Anthropic · Legacy 139.8 chars/s 1.0B 15–17 82.1 76.9 1503.0
87 Claude 4 Sonnet Anthropic · Legacy 162.3 chars/s 1.2B 2 6–7 0.7 77.5 72.1 1381.8
88 GPT-5.4 Mini OpenAI · Available 343.4 chars/s 1.5B 1 1–2 0.1
89 GPT-5 OpenAI · Legacy 93.0 chars/s 1.6B 1 3–5 1.0 75.3 78.6 1480.5
90 Claude Opus 4.5 Anthropic · Legacy 177.5 chars/s 2.0B 15–17 79.7 79.8 1518.0
91 Gemini 3 Flash Google · Available 299.2 chars/s 2.0B 1 0.2 73.9 73.6 1465.0
92 GPT-5 Mini OpenAI · Legacy 139.2 chars/s 2.2B 1–2 0.7 66.4 72.2
93 GPT-5.4 OpenAI · Available 144.6 chars/s 2.2B 6–11 0.9 77.5 80.3 1481.0
94 Claude Opus 4.6 Anthropic · Legacy 129.1 chars/s 2.6B 15–17 1.0 78.2 76.3 1547.0
95 GPT-5.2 OpenAI · Legacy 117.4 chars/s 2.9B 4–8 0.8 76.1 73.6 1485.0
96 Claude Sonnet 4.6 Anthropic · Legacy 145.0 chars/s 3.2B 9–10 1.0 80.0 75.3
97 DeepSeek V4 Flash DeepSeek · Available 389.4 chars/s 3.8B 1
98 DeepSeek V4 Pro DeepSeek · Available 208.2 chars/s 4.2B 1 0.9
99 Claude Sonnet 4.5 Anthropic · Legacy 159.1 chars/s 4.6B 7–8 0.5 80.4 78.3 1397.0
100 Claude Haiku 4.5 Anthropic · Available 334.0 chars/s 5.0B 1 0.2 72.8 71.4
How to read these statistics

Real usageUsage combines prompt and completion tokens generated by CodingFleet users during the selected period.

Credits and availabilityCredits are charged per request. One-credit models are unlimited on eligible Unlimited and Elite plans; legacy models are no longer selectable.

BenchmarksLiveBench measures broad and coding performance. WebDev Arena is an independent leaderboard for web-development output.