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 336.7 chars/s 5.0B 1 0.2 72.8 71.4
2 DeepSeek V4 Pro DeepSeek · Available 221.1 chars/s 4.8B 1 0.6
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 481.7 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 145.6 chars/s 2.3B 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 300.9 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 347.2 chars/s 1.5B 1 1–2 0.1
14 Claude Opus 4.8 Anthropic · Available 145.5 chars/s 1.1B 1 15–17
15 Claude 4 Sonnet Anthropic · Legacy 162.0 chars/s 1.1B 3 6–7 0.7 77.5 72.1 1381.8
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 209.6 chars/s 607.5M 3 13–22 82.5 80.7
20 Gemini 3.1 Pro Google · Available 178.1 chars/s 594.0M 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 99.2 chars/s 488.8M 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 199.6 chars/s 388.1M 7 6–7
26 GPT-5.6 Sol OpenAI · Available 312.0 chars/s 338.8M 9 14–24 1.0
27 Gemini 2.5 Flash Google · Legacy 366.1 chars/s 325.5M 7 1 0.3 60.3 69.9 1304.9
28 Gemini 2.5 Pro Google · Legacy 166.4 chars/s 286.0M 5 4 0.6 72.9 79.0 1409.1
29 GPT-4.1 OpenAI · Legacy 195.6 chars/s 275.5M 5 6 73.2 63.0 1256.5
30 GLM 5.1 Z.ai · Available 132.9 chars/s 241.7M 7 1
31 GPT-4.1 mini OpenAI · Legacy 212.4 chars/s 180.5M 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 203.3 chars/s 166.7M 17 1 53.2 45.0 1133.8
35 MiniMax M3 MiniMax · Available 281.9 chars/s 162.1M 10 1
36 Claude Fable 5 Thinking Anthropic · Available 151.7 chars/s 161.0M 10 34
37 GPT-5.6 Terra OpenAI · Available 342.8 chars/s 156.3M 10 7–12 1.0
38 Qwen 3.7 Max Qwen · Available 136.8 chars/s 141.9M 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 313.8 chars/s 135.1M 11 4 1.0
42 GLM 5.2 Z.ai · Available 252.2 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 409.7 chars/s 119.1M 12 1–5 0.1
45 Qwen 3.6 Flash Qwen · Available 262.5 chars/s 98.9M 13 1
46 GPT-5.1 Codex Max OpenAI · Legacy 196.7 chars/s 98.6M 13 4–5 81.4 75.2
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 Kimi K2.7 Code Moonshot AI · Available 181.2 chars/s 68.1M 14 1
52 Qwen 3.5 Flash Qwen · Legacy 346.2 chars/s 68.0M 14 1
53 Qwen 3.5 Plus Qwen · Legacy 178.5 chars/s 63.5M 15 1
54 OpenAI o3 OpenAI · Legacy 140.7 chars/s 57.8M 14 4–5 77.9 74.6 1188.3
55 MiMo V2.5 Pro Xiaomi · Available 191.8 chars/s 57.2M 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 158.3 chars/s 35.5M 20 1
60 Gemini 3.6 Flash Google · Available 663.2 chars/s 30.1M 21 4
61 DeepSeek V3.2 Thinking DeepSeek · Legacy 50.2 chars/s 29.8M 6 1 64.6 66.6
62 Qwen3 235B A22B Qwen · Legacy 159.9 chars/s 23.5M 20 1 66.4 64.9
63 Gemini 2.0 Flash Google · Legacy 530.0 chars/s 22.1M 27 1 64.7 60.1 1035.2
64 Claude 3.7 Sonnet Anthropic · Legacy 175.2 chars/s 21.9M 39 6–7 74.3 67.4 1356.7
65 MiMo V2 Pro Xiaomi · Legacy 302.5 chars/s 18.6M 20 1
66 Qwen 3.6 Max Preview Qwen · Legacy 50.5 chars/s 16.8M 20 4
67 Qwen 3.7 Plus Qwen · Available 269.5 chars/s 16.0M 22 1
68 Grok-4 SpaceXAI · Legacy 126.4 chars/s 15.0M 19 5 71.3 72.1
69 OpenAI o4-mini OpenAI · Legacy 167.5 chars/s 13.9M 28 2 1095.1
70 Grok-4.20 Beta SpaceXAI · Legacy 627.6 chars/s 13.6M 21 4
71 GLM 4.6 Z.ai · Legacy 159.0 chars/s 13.0M 21 1
72 GPT-5 Pro OpenAI · Legacy 35.0 chars/s 12.9M 21 70 72.1 78.7
73 Claude Opus 5 Anthropic · Available 54.2 chars/s 12.7M 21 15–17
74 Kimi K3 Moonshot AI · Available 76.2 chars/s 12.3M 21 7
75 Mistral Medium 3 Mistral · Legacy 262.9 chars/s 7.7M 21 1 61.5 56.6 1160.1
76 GLM 4.7 Z.ai · Legacy 91.8 chars/s 7.2M 23 1 73.1 58.1
77 Claude 4 Opus Anthropic · Legacy 128.3 chars/s 5.8M 5 50–60 73.3 72.9 1405.5
78 Gemma 4 26B Free Models · Available 67.4 chars/s 5.7M 23 0
79 Mistral Medium 3.5 Mistral · Available 374.6 chars/s 5.6M 23 2
80 Codestral (2508) Mistral · Available 433.0 chars/s 5.4M 23 1
81 Llama 4 Maverick Meta · Legacy 283.3 chars/s 5.3M 1 1 54.2 55.2 998.5
82 GPT-5.2 Codex OpenAI · Legacy 225.7 chars/s 5.2M 22 8
83 Kimi K2 Thinking Moonshot AI · Legacy 138.5 chars/s 3.0M 27 1
84 Grok-4.20 SpaceXAI · Legacy 700.7 chars/s 2.8M 27 4
85 Qwen3 Coder Qwen · Legacy 300.8 chars/s 2.6M 22 2 73.2 60.5
86 Ling 3.0 Flash Free Models · Available 475.8 chars/s 1.8M 27 0
87 Kimi K2 (0905) Moonshot AI · Legacy 184.7 chars/s 1.6M 27 1 71.8 62.7
88 Grok-3 Mini (Beta) SpaceXAI · Legacy 282.5 chars/s 1.6M 9 1 54.5 70.3
89 Grok-4.3 SpaceXAI · Legacy 349.3 chars/s 1.4M 26 3
90 Mistral Large 3 Mistral · Available 253.3 chars/s 823.1K 26 1 62.9 50.3
91 Grok 4.5 SpaceXAI · Available 231.1 chars/s 748.5K 26 4
92 GPT-4o OpenAI · Legacy 236.4 chars/s 743.3K 63 2
93 Llama 3.1 405B Meta · Legacy 100.2 chars/s 254.7K 20 2 42.7 52.4 813.7
94 GPT-4o Mini OpenAI · Legacy 16.6 chars/s 184.9K 67 1 43.2 41.3
95 Laguna S 2.1 Free Models · Available 144.4 chars/s 138.8K 23 0
96 Nemotron 3 Ultra Free Models · Available 270.8 chars/s 129.2K 23 0
97 GPT-3.5 Turbo OpenAI · Legacy 85.0 chars/s 10.2K 58 1
98 Llama 3.3 70B Meta · Legacy 136.6 chars/s 1.5K 22 1 24.1 45.7
99 DeepSeek R1 DeepSeek · Legacy 273.3 chars/s 1.4K 1 1
100 DeepSeek V3 DeepSeek · Legacy 204.1 chars/s 1.1K 9 1
101 Claude 3.5 Sonnet Anthropic · Legacy 167.6 chars/s 319 80 2
102 Grok-3 (Beta) SpaceXAI · Legacy 99.0 chars/s 142 4 3 73.6 63.2
103 GPT-4 Turbo OpenAI · Legacy 43.7 chars/s 62 33 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.