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 Claude Haiku 4.5 Anthropic · Available 333.5 chars/s 4.9B 1 0.2 72.8 71.4
2 Claude Sonnet 4.5 Anthropic · Legacy 159.1 chars/s 4.6B 7–8 0.5 80.4 78.3 1397.0
3 DeepSeek V4 Pro DeepSeek · Available 204.0 chars/s 4.1B 1 0.9
4 DeepSeek V4 Flash DeepSeek · Available 390.6 chars/s 3.7B 1
5 Claude Sonnet 4.6 Anthropic · Legacy 145.0 chars/s 3.2B 9–10 1.0 80.0 75.3
6 GPT-5.2 OpenAI · Legacy 117.4 chars/s 2.9B 4–8 0.8 76.1 73.6 1485.0
7 Claude Opus 4.6 Anthropic · Legacy 129.1 chars/s 2.6B 15–17 1.0 78.2 76.3 1547.0
8 GPT-5.4 OpenAI · Available 144.4 chars/s 2.2B 6–11 0.9 77.5 80.3 1481.0
9 GPT-5 Mini OpenAI · Legacy 139.2 chars/s 2.2B 1–2 0.7 66.4 72.2
10 Gemini 3 Flash Google · Available 299.3 chars/s 2.0B 1 0.2 73.9 73.6 1465.0
11 Claude Opus 4.5 Anthropic · Legacy 177.5 chars/s 2.0B 15–17 79.7 79.8 1518.0
12 GPT-5 OpenAI · Legacy 93.0 chars/s 1.6B 1 3–5 1.0 75.3 78.6 1480.5
13 GPT-5.4 Mini OpenAI · Available 342.9 chars/s 1.5B 1 1–2 0.1
14 Claude 4 Sonnet Anthropic · Legacy 162.3 chars/s 1.3B 2 6–7 0.7 77.5 72.1 1381.8
15 Claude Opus 4.7 Anthropic · Legacy 139.8 chars/s 1.0B 15–17 82.1 76.9 1503.0
16 Claude Opus 4.8 Anthropic · Available 149.3 chars/s 960.6M 15–17
17 GPT-5.1 OpenAI · Legacy 167.6 chars/s 707.0M 1 3–5 0.9 72.5 72.5 1395.0
18 GPT-5.2 Codex OpenAI · Legacy 111.8 chars/s 646.4M 2 5–9 0.8 83.6 74.3
19 GPT-5.5 OpenAI · Available 208.9 chars/s 598.8M 3 13–22 82.5 80.7
20 Gemini 3.1 Pro Google · Available 177.5 chars/s 592.5M 3 4 1.0 76.5 79.9 1500.0
21 GPT-5.1 Codex Mini OpenAI · Available 262.6 chars/s 550.4M 5 1 0.7 71.8 69.8 1248.0
22 DeepSeek V3.2 DeepSeek · Legacy 98.1 chars/s 499.0M 3 1 0.3 68.5 62.6
23 GPT-5.3 Codex OpenAI · Legacy 109.9 chars/s 497.3M 5 5–9
24 Gemini 3 Pro Google · Legacy 159.9 chars/s 411.0M 7 4 1.0 74.6 79.7 1481.0
25 Gemini 2.5 Flash Google · Legacy 359.9 chars/s 333.7M 8 1 0.3 60.3 69.9 1304.9
26 Gemini 2.5 Pro Google · Legacy 166.9 chars/s 297.9M 6 4 0.6 72.9 79.0 1409.1
27 GPT-4.1 OpenAI · Legacy 200.2 chars/s 287.1M 3 6 73.2 63.0 1256.5
28 GLM 5.1 Z.ai · Available 133.2 chars/s 240.2M 8 1
29 Claude Sonnet 5 Anthropic · Available 208.8 chars/s 237.6M 8 6–7
30 GPT-4.1 mini OpenAI · Legacy 211.7 chars/s 211.5M 1 0.0 72.1 59.1 1194.4
31 Claude 3.5 Haiku Anthropic · Legacy 204.1 chars/s 186.8M 14 1 53.2 45.0 1133.8
32 Qwen 3.6 Plus Qwen · Available 72.8 chars/s 171.5M 9 1
33 MiniMax M2.7 MiniMax · Available 193.1 chars/s 169.8M 10 1
34 Claude Fable 5 Thinking Anthropic · Available 154.1 chars/s 146.3M 10 34
35 GPT-5.6 Terra OpenAI · Available 351.0 chars/s 144.6M 10 7–12
36 Kimi K2.5 Moonshot AI · Available 94.8 chars/s 140.6M 11 1 77.9 69.1
37 Claude 4.1 Opus Anthropic · Legacy 113.8 chars/s 138.5M 11 50–60 74.0 73.5 1476.5
38 Qwen 3.7 Max Qwen · Available 134.1 chars/s 137.7M 11 3
39 MiniMax M3 MiniMax · Available 273.5 chars/s 135.0M 11 1
40 Gemini 3.5 Flash Google · Available 309.3 chars/s 133.3M 11 4 1.0
41 GLM 5.2 Z.ai · Available 253.5 chars/s 130.7M 11 2
42 GLM 5 Z.ai · Legacy 186.2 chars/s 120.2M 11 1 73.6 68.9 1456.0
43 GPT-5.6 Sol OpenAI · Available 356.5 chars/s 104.0M 13 14–24
44 GPT-5.1 Codex Max OpenAI · Legacy 196.7 chars/s 98.6M 13 4–5 81.4 75.2
45 GLM 5 Turbo Z.ai · Legacy 164.2 chars/s 86.2M 13 1
46 Grok-4.1 Fast SpaceXAI · Legacy 165.3 chars/s 80.1M 13 1
47 OpenAI o3 OpenAI · Legacy 130.5 chars/s 78.8M 8 4–5 77.9 74.6 1188.3
48 Grok-4 Fast SpaceXAI · Legacy 373.6 chars/s 76.7M 12 1 0.4
49 Qwen 3.5 Flash Qwen · Legacy 339.4 chars/s 67.7M 14 1
50 Qwen 3.5 Plus Qwen · Legacy 178.5 chars/s 63.5M 14 1
51 Qwen 3.6 Flash Qwen · Available 234.4 chars/s 60.4M 14 1
52 Kimi K2.6 Moonshot AI · Available 62.2 chars/s 60.2M 14 1
53 MiMo V2.5 Pro Xiaomi · Available 191.2 chars/s 56.3M 15 1
54 GLM 5V Turbo Z.ai · Available 223.6 chars/s 54.7M 15 1
55 GPT-5.6 Luna OpenAI · Available 387.0 chars/s 53.2M 15 1–5
56 Kimi K2.7 Code Moonshot AI · Available 175.1 chars/s 40.0M 20 1
57 MiniMax M2.5 MiniMax · Legacy 143.4 chars/s 39.5M 20 1 70.7 60.1
58 Grok Build 0.1 SpaceXAI · Available 326.5 chars/s 39.1M 20 1
59 DeepSeek V3.2 Thinking DeepSeek · Legacy 49.5 chars/s 30.8M 3 1 64.6 66.6
60 Claude 3.7 Sonnet Anthropic · Legacy 175.9 chars/s 28.3M 35 6–7 74.3 67.4 1356.7
61 Qwen3 235B A22B Qwen · Legacy 159.2 chars/s 23.8M 19 1 66.4 64.9
62 Gemini 2.0 Flash Google · Legacy 530.5 chars/s 23.0M 28 1 64.7 60.1 1035.2
63 MiMo V2 Pro Xiaomi · Available 302.5 chars/s 18.6M 20 1
64 OpenAI o4-mini OpenAI · Legacy 158.1 chars/s 18.1M 24 2 1095.1
65 Qwen 3.6 Max Preview Qwen · Legacy 50.5 chars/s 16.8M 19 4
66 Grok-4 SpaceXAI · Legacy 126.5 chars/s 15.2M 19 5 71.3 72.1
67 Grok-4.20 Beta SpaceXAI · Legacy 627.6 chars/s 13.6M 21 4
68 GLM 4.6 Z.ai · Legacy 159.0 chars/s 13.0M 21 1
69 GPT-5 Pro OpenAI · Legacy 35.0 chars/s 12.9M 21 70 72.1 78.7
70 Claude 4 Opus Anthropic · Legacy 124.2 chars/s 8.2M 1 50–60 73.3 72.9 1405.5
71 Mistral Medium 3 Mistral · Legacy 264.0 chars/s 7.9M 20 1 61.5 56.6 1160.1
72 Kimi K3 Moonshot AI · Available 81.2 chars/s 7.3M 22 7
73 GLM 4.7 Z.ai · Legacy 91.8 chars/s 7.2M 22 1 73.1 58.1
74 Hy3 Tencent · Available 184.4 chars/s 6.8M 22 1
75 Llama 4 Maverick Meta · Legacy 289.2 chars/s 6.2M 4 1 54.2 55.2 998.5
76 Mistral Medium 3.5 Mistral · Available 374.6 chars/s 5.6M 22 2
77 Codestral (2508) Mistral · Available 435.8 chars/s 5.2M 22 1
78 GPT-5.2 Codex OpenAI · Legacy 225.7 chars/s 5.2M 22 8
79 Qwen3 Coder Qwen · Legacy 293.2 chars/s 3.3M 24 2 73.2 60.5
80 GPT-4o OpenAI · Legacy 221.8 chars/s 3.3M 51 2
81 Gemma 4 26B Free Models · Available 64.0 chars/s 3.2M 23 0
82 Kimi K2 Thinking Moonshot AI · Legacy 138.5 chars/s 3.0M 25 1
83 Grok-4.20 SpaceXAI · Legacy 700.7 chars/s 2.8M 25 4
84 Qwen 3.7 Plus Qwen · Available 325.4 chars/s 2.5M 26 1
85 Grok-3 Mini (Beta) SpaceXAI · Legacy 300.0 chars/s 1.8M 7 1 54.5 70.3
86 Kimi K2 (0905) Moonshot AI · Legacy 184.7 chars/s 1.6M 25 1 71.8 62.7
87 Grok-4.3 SpaceXAI · Available 349.3 chars/s 1.4M 25 3
88 Mistral Large 3 Mistral · Available 253.3 chars/s 823.1K 25 1 62.9 50.3
89 Llama 3.1 405B Meta · Legacy 103.8 chars/s 289.3K 17 2 42.7 52.4 813.7
90 GPT-4o Mini OpenAI · Legacy 16.6 chars/s 184.9K 63 1 43.2 41.3
91 Qwen2.5-Coder 32B Qwen · Legacy 357.2 chars/s 31.9K 10 1 56.9 46.2 904.1
92 GPT-3.5 Turbo OpenAI · Legacy 85.0 chars/s 10.2K 54 1
93 Llama 3.3 70B Meta · Legacy 136.6 chars/s 1.5K 18 1 24.1 45.7
94 DeepSeek R1 DeepSeek · Legacy 273.3 chars/s 1.4K 3 1
95 DeepSeek V3 DeepSeek · Legacy 204.1 chars/s 1.1K 11 1
96 Claude 3.5 Sonnet Anthropic · Legacy 167.6 chars/s 319 75 2
97 Grok-3 (Beta) SpaceXAI · Legacy 99.0 chars/s 142 5 3 73.6 63.2
98 GPT-4 Turbo OpenAI · Legacy 43.7 chars/s 62 31 10
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.