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 DeepSeek V4 Flash DeepSeek · Available 533.2 chars/s 5.9B 1
2 DeepSeek V4 Pro DeepSeek · Available 233.8 chars/s 5.4B 1 0.7
3 Claude Haiku 4.5 Anthropic · Available 337.8 chars/s 5.1B 1 0.2 72.8 71.4
4 Claude Sonnet 4.5 Anthropic · Legacy 159.1 chars/s 4.6B 7–8 0.5 80.4 78.3 1397.0
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 146.1 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 302.4 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-5.4 Mini OpenAI · Available 351.2 chars/s 1.6B 1 1–2 0.1
13 GPT-5 OpenAI · Legacy 93.0 chars/s 1.6B 1 3–5 1.0 75.3 78.6 1480.5
14 Claude Opus 4.8 Anthropic · Available 143.1 chars/s 1.2B 1 15–17
15 Claude 4 Sonnet Anthropic · Legacy 160.6 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 201.0 chars/s 645.1M 2 13–22 82.5 80.7
20 Gemini 3.1 Pro Google · Available 180.6 chars/s 599.5M 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 Claude Sonnet 5 Anthropic · Available 243.8 chars/s 519.2M 5 6–7
23 GPT-5.3 Codex OpenAI · Legacy 109.9 chars/s 497.3M 6 5–9
24 DeepSeek V3.2 DeepSeek · Legacy 100.6 chars/s 483.0M 5 1 0.3 68.5 62.6
25 Gemini 3 Pro Google · Legacy 160.0 chars/s 411.0M 7 4 1.0 74.6 79.7 1481.0
26 GPT-5.6 Sol OpenAI · Available 342.4 chars/s 344.7M 8 14–24 1.0
27 Gemini 2.5 Flash Google · Legacy 369.8 chars/s 317.6M 8 1 0.3 60.3 69.9 1304.9
28 GPT-5.6 Luna OpenAI · Available 647.8 chars/s 310.3M 9 1 0.4
29 GPT-4.1 OpenAI · Legacy 185.9 chars/s 260.3M 5 6 73.2 63.0 1256.5
30 Gemini 2.5 Pro Google · Legacy 162.9 chars/s 257.9M 3 4 0.7 72.9 79.0 1409.1
31 GLM 5.1 Z.ai · Available 135.2 chars/s 244.0M 7 1
32 GPT-5.6 Terra OpenAI · Available 474.9 chars/s 212.9M 10 6–11 1.0
33 MiniMax M2.7 MiniMax · Available 193.0 chars/s 174.4M 11 1
34 Qwen 3.6 Plus Qwen · Available 74.1 chars/s 172.0M 11 1
35 Claude Fable 5 Thinking Anthropic · Available 175.0 chars/s 171.5M 11 34
36 Qwen 3.7 Max Qwen · Available 133.7 chars/s 169.3M 12 3
37 MiniMax M3 MiniMax · Available 283.2 chars/s 163.7M 12 1
38 GPT-4.1 mini OpenAI · Legacy 214.3 chars/s 160.7M 7 1 0.2 72.1 59.1 1194.4
39 Claude 3.5 Haiku Anthropic · Legacy 202.3 chars/s 142.5M 22 1 53.2 45.0 1133.8
40 Kimi K2.5 Moonshot AI · Available 95.0 chars/s 140.6M 11 1 77.9 69.1
41 Claude 4.1 Opus Anthropic · Legacy 113.8 chars/s 138.5M 11 50–60 74.0 73.5 1476.5
42 Gemini 3.5 Flash Google · Legacy 320.2 chars/s 137.1M 11 4 1.0
43 GLM 5.2 Z.ai · Available 251.8 chars/s 131.1M 11 2
44 GLM 5 Z.ai · Legacy 186.2 chars/s 120.2M 11 1 73.6 68.9 1456.0
45 Qwen 3.6 Flash Qwen · Available 268.8 chars/s 111.4M 12 1
46 GPT-5.1 Codex Max OpenAI · Legacy 196.7 chars/s 98.6M 13 4–5 81.4 75.2
47 Qwen 3.7 Flash Qwen · Available 682.4 chars/s 94.5M 13 1
48 GLM 5 Turbo Z.ai · Legacy 164.2 chars/s 86.2M 13 1
49 Grok-4.1 Fast SpaceXAI · Legacy 165.2 chars/s 80.1M 13 1
50 Kimi K2.7 Code Moonshot AI · Available 177.2 chars/s 78.0M 13 1
51 Grok-4 Fast SpaceXAI · Legacy 373.5 chars/s 76.7M 13 1 0.4
52 Kimi K2.6 Moonshot AI · Available 62.5 chars/s 71.5M 14 1
53 Qwen 3.5 Flash Qwen · Legacy 346.2 chars/s 68.0M 14 1
54 Hy3 Tencent · Available 155.6 chars/s 64.5M 15 1
55 Qwen 3.5 Plus Qwen · Legacy 178.5 chars/s 63.5M 15 1
56 MiMo V2.5 Pro Xiaomi · Available 191.7 chars/s 58.0M 15 1
57 GLM 5V Turbo Z.ai · Available 224.1 chars/s 55.6M 16 1
58 OpenAI o3 OpenAI · Legacy 131.8 chars/s 45.4M 17 4–5 77.9 74.6 1188.3
59 MiniMax M2.5 MiniMax · Legacy 142.6 chars/s 39.5M 20 1 70.7 60.1
60 Grok Build 0.1 SpaceXAI · Available 323.3 chars/s 39.1M 20 1
61 Gemini 3.6 Flash Google · Available 553.0 chars/s 37.7M 20 4
62 Claude Opus 5 Anthropic · Available 245.6 chars/s 30.6M 20 15–17
63 DeepSeek V3.2 Thinking DeepSeek · Legacy 50.8 chars/s 29.3M 5 1 64.6 66.6
64 Qwen3 235B A22B Qwen · Legacy 160.6 chars/s 23.4M 20 1 66.4 64.9
65 Gemini 2.0 Flash Google · Legacy 531.6 chars/s 21.7M 29 1 64.7 60.1 1035.2
66 MiMo V2 Pro Xiaomi · Legacy 302.5 chars/s 18.6M 21 1
67 Claude 3.7 Sonnet Anthropic · Legacy 166.0 chars/s 17.3M 42 6–7 74.3 67.4 1356.7
68 Qwen 3.6 Max Preview Qwen · Legacy 50.5 chars/s 16.8M 20 4
69 Kimi K3 Moonshot AI · Available 79.8 chars/s 16.1M 22 7
70 Qwen 3.7 Plus Qwen · Available 269.5 chars/s 16.0M 22 1
71 Grok-4 SpaceXAI · Legacy 126.3 chars/s 14.8M 18 5 71.3 72.1
72 Grok-4.20 Beta SpaceXAI · Legacy 627.6 chars/s 13.6M 22 4
73 GLM 4.6 Z.ai · Legacy 159.0 chars/s 13.0M 22 1
74 GPT-5 Pro OpenAI · Legacy 35.0 chars/s 12.9M 22 70 72.1 78.7
75 Mistral Medium 3 Mistral · Legacy 263.0 chars/s 7.7M 22 1 61.5 56.6 1160.1
76 GLM 4.7 Z.ai · Legacy 91.9 chars/s 7.3M 24 1 73.1 58.1
77 Nemotron 3 Ultra Free Models · Available 183.5 chars/s 7.1M 24 0
78 Gemma 4 26B Free Models · Available 70.6 chars/s 6.4M 25 0
79 Ling 3.0 Flash Free Models · Available 510.2 chars/s 6.3M 25 0
80 Codestral (2508) Mistral · Available 448.3 chars/s 6.1M 25 1
81 Mistral Medium 3.5 Mistral · Available 374.6 chars/s 5.6M 25 2
82 GPT-5.2 Codex OpenAI · Legacy 225.7 chars/s 5.2M 25 8
83 Llama 4 Maverick Meta · Legacy 282.8 chars/s 4.7M 1 54.2 55.2 998.5
84 OpenAI o4-mini OpenAI · Legacy 178.9 chars/s 3.4M 41 2 1095.1
85 Grok 4.5 SpaceXAI · Available 324.0 chars/s 3.1M 27 4
86 Laguna S 2.1 Free Models · Available 197.2 chars/s 3.1M 28 0
87 Kimi K2 Thinking Moonshot AI · Legacy 138.5 chars/s 3.0M 28 1
88 Grok-4.20 SpaceXAI · Legacy 700.7 chars/s 2.8M 28 4
89 Qwen3 Coder Qwen · Legacy 305.5 chars/s 2.6M 21 2 73.2 60.5
90 Claude 4 Opus Anthropic · Legacy 131.6 chars/s 2.2M 16 50–60 73.3 72.9 1405.5
91 Kimi K2 (0905) Moonshot AI · Legacy 184.7 chars/s 1.6M 27 1 71.8 62.7
92 Grok-3 Mini (Beta) SpaceXAI · Legacy 272.1 chars/s 1.6M 6 1 54.5 70.3
93 Grok-4.3 SpaceXAI · Legacy 349.3 chars/s 1.4M 26 3
94 Mistral Large 3 Mistral · Available 253.3 chars/s 823.1K 26 1 62.9 50.3
95 Llama 3.1 405B Meta · Legacy 100.2 chars/s 247.5K 20 2 42.7 52.4 813.7
96 GPT-4o Mini OpenAI · Legacy 16.6 chars/s 184.9K 68 1 43.2 41.3
97 GPT-4o OpenAI · Legacy 254.5 chars/s 178.0K 67 2
98 GPT-3.5 Turbo OpenAI · Legacy 85.0 chars/s 10.2K 58 1
99 Llama 3.3 70B Meta · Legacy 136.6 chars/s 1.5K 21 1 24.1 45.7
100 DeepSeek R1 DeepSeek · Legacy 273.3 chars/s 1.4K 2 1
101 DeepSeek V3 DeepSeek · Legacy 204.1 chars/s 1.1K 12 1
102 Claude 3.5 Sonnet Anthropic · Legacy 167.6 chars/s 319 80 2
103 Grok-3 (Beta) SpaceXAI · Legacy 99.0 chars/s 142 6 3 73.6 63.2
104 GPT-4 Turbo OpenAI · Legacy 43.7 chars/s 62 32 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.