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 336.1 chars/s 5.0B 1 0.2 72.8 71.4
2 DeepSeek V4 Pro DeepSeek · Available 217.2 chars/s 4.7B 1 0.9
3 Claude Sonnet 4.5 Anthropic · Legacy 159.1 chars/s 4.6B 7–8 0.5 80.4 78.3 1397.0
4 DeepSeek V4 Flash DeepSeek · Available 478.0 chars/s 4.6B 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 145.2 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 300.7 chars/s 2.0B 1 0.3 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 346.6 chars/s 1.5B 1 1–2 0.1
14 Claude 4 Sonnet Anthropic · Legacy 162.2 chars/s 1.1B 2 6–7 0.7 77.5 72.1 1381.8
15 Claude Opus 4.8 Anthropic · Available 145.5 chars/s 1.1B 15–17
16 Claude Opus 4.7 Anthropic · Legacy 139.8 chars/s 1.0B 15–17 82.1 76.9 1503.0
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 207.2 chars/s 607.1M 3 13–22 82.5 80.7
20 Gemini 3.1 Pro Google · Available 177.9 chars/s 593.8M 3 4 1.0 76.5 79.9 1500.0
21 GPT-5.1 Codex Mini OpenAI · Available 263.9 chars/s 555.0M 5 1 0.7 71.8 69.8 1248.0
22 GPT-5.3 Codex OpenAI · Legacy 109.9 chars/s 497.3M 6 5–9
23 DeepSeek V3.2 DeepSeek · Legacy 99.1 chars/s 489.8M 4 1 0.3 68.5 62.6
24 Gemini 3 Pro Google · Legacy 160.0 chars/s 411.0M 7 4 1.0 74.6 79.7 1481.0
25 Claude Sonnet 5 Anthropic · Available 194.2 chars/s 381.1M 7 6–7
26 GPT-5.6 Sol OpenAI · Available 302.0 chars/s 337.7M 9 14–24 1.0
27 Gemini 2.5 Flash Google · Legacy 365.6 chars/s 325.9M 7 1 0.3 60.3 69.9 1304.9
28 Gemini 2.5 Pro Google · Legacy 166.2 chars/s 287.7M 5 4 0.6 72.9 79.0 1409.1
29 GPT-4.1 OpenAI · Legacy 197.1 chars/s 276.6M 5 6 73.2 63.0 1256.5
30 GLM 5.1 Z.ai · Available 133.0 chars/s 241.6M 7 1
31 GPT-4.1 mini OpenAI · Legacy 212.8 chars/s 188.9M 1 1 0.0 72.1 59.1 1194.4
32 MiniMax M2.7 MiniMax · Available 192.5 chars/s 172.9M 10 1
33 Qwen 3.6 Plus Qwen · Available 73.7 chars/s 171.8M 10 1
34 Claude 3.5 Haiku Anthropic · Legacy 203.4 chars/s 167.0M 17 1 53.2 45.0 1133.8
35 MiniMax M3 MiniMax · Available 281.3 chars/s 161.8M 10 1
36 Claude Fable 5 Thinking Anthropic · Available 151.7 chars/s 160.7M 10 34
37 GPT-5.6 Terra OpenAI · Available 340.3 chars/s 155.9M 10 7–12 1.0
38 Qwen 3.7 Max Qwen · Available 136.8 chars/s 141.0M 11 3
39 Kimi K2.5 Moonshot AI · Available 94.8 chars/s 140.6M 11 1 77.9 69.1
40 Claude 4.1 Opus Anthropic · Legacy 113.8 chars/s 138.5M 11 50–60 74.0 73.5 1476.5
41 Gemini 3.5 Flash Google · Available 313.3 chars/s 134.8M 11 4 1.0
42 GLM 5.2 Z.ai · Available 252.6 chars/s 131.0M 11 2
43 GLM 5 Z.ai · Legacy 186.2 chars/s 120.2M 11 1 73.6 68.9 1456.0
44 GPT-5.6 Luna OpenAI · Available 402.4 chars/s 101.2M 13 1–5 0.1
45 GPT-5.1 Codex Max OpenAI · Legacy 196.7 chars/s 98.6M 13 4–5 81.4 75.2
46 Qwen 3.6 Flash Qwen · Available 262.1 chars/s 91.2M 13 1
47 GLM 5 Turbo Z.ai · Legacy 164.2 chars/s 86.2M 13 1
48 Grok-4.1 Fast SpaceXAI · Legacy 165.2 chars/s 80.1M 13 1
49 Grok-4 Fast SpaceXAI · Legacy 373.5 chars/s 76.7M 13 1 0.4
50 Kimi K2.6 Moonshot AI · Available 62.5 chars/s 71.5M 14 1
51 Qwen 3.5 Flash Qwen · Legacy 346.2 chars/s 68.0M 14 1
52 Kimi K2.7 Code Moonshot AI · Available 180.3 chars/s 66.7M 15 1
53 Qwen 3.5 Plus Qwen · Legacy 178.5 chars/s 63.5M 15 1
54 OpenAI o3 OpenAI · Legacy 141.3 chars/s 59.1M 14 4–5 77.9 74.6 1188.3
55 MiMo V2.5 Pro Xiaomi · Available 191.0 chars/s 57.0M 14 1
56 GLM 5V Turbo Z.ai · Available 223.8 chars/s 55.0M 15 1
57 MiniMax M2.5 MiniMax · Legacy 142.6 chars/s 39.5M 20 1 70.7 60.1
58 Grok Build 0.1 SpaceXAI · Available 321.6 chars/s 39.1M 20 1
59 Hy3 Tencent · Available 158.5 chars/s 35.3M 20 1
60 DeepSeek V3.2 Thinking DeepSeek · Legacy 50.2 chars/s 29.9M 6 1 64.6 66.6
61 Qwen3 235B A22B Qwen · Legacy 159.6 chars/s 23.8M 20 1 66.4 64.9
62 Gemini 2.0 Flash Google · Legacy 529.9 chars/s 22.1M 26 1 64.7 60.1 1035.2
63 Claude 3.7 Sonnet Anthropic · Legacy 175.2 chars/s 21.9M 38 6–7 74.3 67.4 1356.7
64 MiMo V2 Pro Xiaomi · Legacy 302.5 chars/s 18.6M 20 1
65 Qwen 3.6 Max Preview Qwen · Legacy 50.5 chars/s 16.8M 20 4
66 Qwen 3.7 Plus Qwen · Available 269.5 chars/s 16.0M 22 1
67 Grok-4 SpaceXAI · Legacy 126.6 chars/s 15.0M 19 5 71.3 72.1
68 OpenAI o4-mini OpenAI · Legacy 162.6 chars/s 14.9M 27 2 1095.1
69 Grok-4.20 Beta SpaceXAI · Legacy 627.6 chars/s 13.6M 21 4
70 GLM 4.6 Z.ai · Legacy 159.0 chars/s 13.0M 21 1
71 GPT-5 Pro OpenAI · Legacy 35.0 chars/s 12.9M 21 70 72.1 78.7
72 Kimi K3 Moonshot AI · Available 87.2 chars/s 10.7M 21 7
73 Mistral Medium 3 Mistral · Legacy 263.4 chars/s 7.8M 21 1 61.5 56.6 1160.1
74 GLM 4.7 Z.ai · Legacy 91.8 chars/s 7.2M 23 1 73.1 58.1
75 Claude 4 Opus Anthropic · Legacy 127.3 chars/s 6.5M 3 50–60 73.3 72.9 1405.5
76 Llama 4 Maverick Meta · Legacy 285.4 chars/s 5.6M 4 1 54.2 55.2 998.5
77 Mistral Medium 3.5 Mistral · Available 374.6 chars/s 5.6M 22 2
78 Gemma 4 26B Free Models · Available 67.7 chars/s 5.6M 22 0
79 Codestral (2508) Mistral · Available 433.0 chars/s 5.4M 22 1
80 GPT-5.2 Codex OpenAI · Legacy 225.7 chars/s 5.2M 22 8
81 Qwen3 Coder Qwen · Legacy 297.9 chars/s 3.3M 24 2 73.2 60.5
82 Kimi K2 Thinking Moonshot AI · Legacy 138.5 chars/s 3.0M 26 1
83 Grok-4.20 SpaceXAI · Legacy 700.7 chars/s 2.8M 26 4
84 Gemini 3.6 Flash Google · Available 575.9 chars/s 2.4M 27 4
85 Kimi K2 (0905) Moonshot AI · Legacy 184.7 chars/s 1.6M 27 1 71.8 62.7
86 Grok-3 Mini (Beta) SpaceXAI · Legacy 284.4 chars/s 1.6M 9 1 54.5 70.3
87 Grok-4.3 SpaceXAI · Legacy 349.3 chars/s 1.4M 26 3
88 Claude Opus 5 Anthropic · Available 160.0 chars/s 1.2M 26 17
89 Mistral Large 3 Mistral · Available 253.3 chars/s 823.1K 26 1 62.9 50.3
90 GPT-4o OpenAI · Legacy 236.4 chars/s 743.3K 61 2
91 Grok 4.5 SpaceXAI · Available 155.4 chars/s 677.9K 25 4
92 Llama 3.1 405B Meta · Legacy 100.2 chars/s 254.7K 19 2 42.7 52.4 813.7
93 GPT-4o Mini OpenAI · Legacy 16.6 chars/s 184.9K 66 1 43.2 41.3
94 GPT-3.5 Turbo OpenAI · Legacy 85.0 chars/s 10.2K 55 1
95 Llama 3.3 70B Meta · Legacy 136.6 chars/s 1.5K 19 1 24.1 45.7
96 DeepSeek R1 DeepSeek · Legacy 273.3 chars/s 1.4K 2 1
97 DeepSeek V3 DeepSeek · Legacy 204.1 chars/s 1.1K 10 1
98 Claude 3.5 Sonnet Anthropic · Legacy 167.6 chars/s 319 77 2
99 Grok-3 (Beta) SpaceXAI · Legacy 99.0 chars/s 142 5 3 73.6 63.2
100 GPT-4 Turbo OpenAI · Legacy 43.7 chars/s 62 30 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.