See how models perform in the real world.
Usage, speed, value, and intelligence scores—grounded in how CodingFleet users actually work, not marketing claims.
Token usage over time
Model usage across CodingFleet.
Model leaderboard
Sort any metric, then narrow the list without reloading.
| Model | Speed | Usage | Credits | User score | Intelligence |
|---|---|---|---|---|---|
1
DeepSeek V4 Flash
|
532.5 chars/s | 13.1B | 1 Unlimited | 0.8 | 40.8 |
2
DeepSeek V4 Pro
|
250.4 chars/s | 6.8B | 2–4 | 0.6 | 42.1 |
3
DeepSeek V4 Pro
|
224.6 chars/s | 6.8B | 3 | 0.8 | 42.1 |
4
Claude Haiku 4.5
|
346.0 chars/s | 5.2B | 2–3 | 0.1 | — |
5
Claude Sonnet 4.5
|
159.0 chars/s | 4.6B | 7–8 | 0.5 | — |
6
Claude Sonnet 4.6
|
145.0 chars/s | 3.2B | 9–10 | 1.0 | 36.8 |
7
GPT-5.2
|
117.8 chars/s | 2.9B | 4–8 | 0.8 | 43.3 |
8
Claude Opus 4.6
|
129.1 chars/s | 2.6B | 15–17 | 1.0 | 38.8 |
9
GPT-5.6 Luna
|
360.9 chars/s | 2.5B | 1 Unlimited | 0.2 | 43.4 |
10
GPT-5.4
|
149.1 chars/s | 2.3B 1 | 8–12 | 0.9 | 53.1 |
11
GPT-5 Mini
|
142.6 chars/s | 2.2B 1 | 1–2 | 0.7 | 31.6 |
12
Gemini 3 Flash
|
306.5 chars/s | 2.1B | 1 | 0.2 | 20.8 |
13
Claude Opus 4.5
|
177.5 chars/s | 2.0B | 15–17 | — | 41.9 |
14
GPT-5.4 Mini
|
405.6 chars/s | 1.8B | 1–2 | 0.3 | 40.9 |
15
GPT-5.6 Terra
|
601.2 chars/s | 1.7B 1 | 5–8 | 0.9 | 46.8 |
16
Claude Sonnet 5
|
290.6 chars/s | 1.5B 2 | 6–12 | — | 53.4 |
17
Claude Opus 4.8
|
144.1 chars/s | 1.4B 2 | 16–18 | — | 46.4 |
18
GPT-5
|
90.1 chars/s | 1.2B 1 | 3–5 | 1.0 | 35.3 |
19
Claude Opus 4.7
|
140.2 chars/s | 1.0B 1 | 15–17 | — | 55.0 |
20
GPT-5.1
|
202.7 chars/s | 760.8M 2 | 3–5 | 0.9 | 37.5 |
21
GPT-5.5
|
202.8 chars/s | 664.0M 3 | 14–24 | — | 44.1 |
22
GPT-5.2 Codex
|
115.7 chars/s | 654.6M 3 | 5–9 | 0.8 | 41.2 |
23
Gemini 3.1 Pro
|
187.5 chars/s | 650.4M 3 | 7 | 1.0 | 36.7 |
24
GPT-5.1 Codex Mini
|
263.8 chars/s | 555.0M 6 | 1 | 0.7 | 31.3 |
25
GPT-5.3 Codex
|
109.9 chars/s | 497.3M 8 | 5–9 | — | 45.5 |
26
Gemini 3 Pro
|
160.1 chars/s | 410.9M 9 | 4 | 1.0 | 40.6 |
27
Claude 4 Sonnet
|
156.4 chars/s | 389.3M 12 | 6–7 | 0.9 | 29.8 |
28
DeepSeek V3.2
|
108.4 chars/s | 382.3M 5 | 1 | 0.1 | 25.1 |
29
GPT-5.6 Sol
|
378.9 chars/s | 378.0M 7 | 11–20 | 1.0 | 51.3 |
30
Qwen 3.7 Flash
|
391.5 chars/s | 282.9M 10 | 1 Unlimited | — | — |
31
MiniMax M2.7
|
200.1 chars/s | 273.3M 10 | 1 | — | 30.1 |
32
Claude Opus 5
|
241.7 chars/s | 262.3M 10 | 15–22 | — | 54.1 |
33
Qwen 3.8 Flash
|
175.4 chars/s | 255.0M 10 | 1 Unlimited | — | — |
34
GLM 5.1
|
135.3 chars/s | 249.9M 10 | 2 | — | 41.0 |
35
Gemini 2.5 Flash
|
377.3 chars/s | 231.3M 3 | 1 | 0.2 | 14.2 |
36
Claude Fable 5 Thinking
|
184.1 chars/s | 230.5M 11 | 36 | — | 62.1 |
37
GPT-4.1
|
178.2 chars/s | 205.8M 8 | 6 | — | 19.6 |
38
Qwen 3.6 Plus
|
77.5 chars/s | 176.8M 13 | 1 Unlimited | — | 31.5 |
39
Qwen 3.7 Max
|
136.4 chars/s | 169.5M 14 | 3 | — | 46.7 |
40
MiniMax M3
|
287.3 chars/s | 169.1M 14 | 1 | — | 35.7 |
41
GLM 5.2
|
254.5 chars/s | 154.8M 14 | 2 | — | 42.5 |
42
Kimi K2.5
|
95.8 chars/s | 145.2M 14 | 1 | — | 36.0 |
43
Gemini 3.5 Flash
|
320.2 chars/s | 137.1M 15 | 4 | 1.0 | 52.0 |
44
Hy3
|
150.2 chars/s | 132.1M 15 | 1 Unlimited | — | 33.2 |
|
45
|
374.2 chars/s | 127.3M 15 | 0 | — | 16.4 |
46
Gemini 2.5 Pro
|
151.3 chars/s | 127.2M 9 | 4 | 0.6 | 25.9 |
47
Qwen 3.6 Flash
|
271.8 chars/s | 121.2M 14 | 1 | — | — |
48
GLM 5
|
186.2 chars/s | 120.2M 14 | 1 | — | 40.6 |
49
Kimi K2.7 Code
|
185.2 chars/s | 115.3M 15 | 1 | — | 33.9 |
50
Claude 4.1 Opus
|
119.0 chars/s | 110.6M 7 | 50–60 | — | 34.5 |
51
GPT-5.1 Codex Max
|
196.7 chars/s | 98.6M 15 | 4–5 | — | — |
52
GPT-4.1 mini
|
212.2 chars/s | 89.6M 20 | 1 | — | 14.8 |
53
GLM 5 Turbo
|
164.2 chars/s | 86.2M 14 | 1 | — | 39.1 |
54
Grok-4.1 Fast
|
165.2 chars/s | 80.1M 14 | 1 | — | 17.0 |
55
MiMo V2.5 Pro
|
203.3 chars/s | 77.2M 14 | 1 | — | 32.6 |
56
Grok-4 Fast
|
373.5 chars/s | 76.7M 14 | 1 | 0.4 | 16.6 |
57
Gemini 3.6 Flash
|
522.9 chars/s | 73.7M 14 | 3 | — | 51.6 |
58
Kimi K2.6
|
63.4 chars/s | 72.7M 15 | 1 | — | 45.1 |
59
Muse Spark 1.2 Contributor
|
641.2 chars/s | 70.6M 15 | 1 Unlimited | — | — |
60
Qwen 3.5 Flash
|
346.2 chars/s | 68.0M 15 | 1 | — | — |
61
GLM 5V Turbo
|
244.6 chars/s | 66.5M 16 | 1 | — | 35.3 |
62
Gemini 3.8 Flash
|
366.6 chars/s | 64.7M 16 | 1–3 | — | 47.1 |
63
Qwen 3.5 Plus
|
178.5 chars/s | 63.5M 16 | 1 | — | — |
64
GLM 5.3 Flash
|
155.0 chars/s | 52.2M 17 | 1 Unlimited | — | 46.2 |
65
Claude 3.5 Haiku
|
200.2 chars/s | 50.7M 44 | 1 | — | 12.2 |
66
Gemini 3.7 Flash
|
439.4 chars/s | 50.3M 16 | 2 | — | 45.2 |
67
Muse Spark 1.3 Contributor
|
417.5 chars/s | 48.9M 17 | 1 Unlimited | — | — |
68
GLM 5.3
|
175.7 chars/s | 46.9M 17 | 2–3 | — | 48.6 |
69
Grok Build 0.1
|
311.4 chars/s | 41.5M 20 | 1 | — | — |
70
MiniMax M2.5
|
142.6 chars/s | 39.5M 21 | 1 | — | 34.5 |
|
71
|
171.7 chars/s | 35.9M 21 | 0 | — | — |
72
Kimi K3
|
98.1 chars/s | 29.7M 22 | 7 | — | 50.2 |
|
73
|
650.0 chars/s | 28.2M 22 | 1 Unlimited | — | 27.4 |
|
74
|
218.4 chars/s | 23.4M 23 | 0 | — | — |
75
Qwen3 235B A22B
|
167.4 chars/s | 21.3M 21 | 1 | — | — |
76
DeepSeek V3.2 Thinking
|
66.4 chars/s | 18.9M | 1 | — | — |
77
MiMo V2 Pro
|
302.5 chars/s | 18.6M 23 | 1 | — | 41.4 |
78
Qwen 3.7 Plus
|
247.1 chars/s | 17.6M 23 | 1 | — | 30.8 |
79
Qwen 3.6 Max Preview
|
50.5 chars/s | 16.8M 23 | 4 | — | 41.1 |
|
80
|
73.3 chars/s | 15.1M 25 | 0 | — | — |
|
81
|
83.4 chars/s | 14.9M 25 | 0 | — | 19.2 |
82
Grok-4.20 Beta
|
627.6 chars/s | 13.6M 26 | 4 | — | — |
83
GLM 4.6
|
159.0 chars/s | 13.0M 26 | 1 | — | 23.4 |
84
GPT-5 Pro
|
35.0 chars/s | 12.9M 26 | 70 | — | — |
85
Grok 4.5
|
397.4 chars/s | 10.9M 26 | 4 | — | 55.8 |
86
Grok 4.6
|
214.4 chars/s | 10.5M 26 | 3–4 | — | 50.6 |
87
Grok-4
|
106.7 chars/s | 10.3M 16 | 5 | — | 34.1 |
88
OpenAI o3
|
108.5 chars/s | 10.2M 40 | 4–5 | — | 31.1 |
89
Codestral (2508)
|
455.9 chars/s | 7.4M 27 | 1 | — | — |
90
Mistral Medium 3
|
261.4 chars/s | 7.3M 23 | 1 | — | 12.5 |
91
GLM 4.7
|
91.8 chars/s | 7.2M 26 | 1 | — | 34.5 |
92
Mistral Medium 3.5
|
378.1 chars/s | 5.7M 27 | 2 | — | 22.7 |
93
GPT-5.2 Codex
|
225.7 chars/s | 5.2M 27 | 8 | — | 41.2 |
94
Claude 3.7 Sonnet
|
181.9 chars/s | 4.3M 66 | 6–7 | — | 27.6 |
95
Llama 4 Maverick
|
244.3 chars/s | 3.6M 2 | 1 | — | 14.5 |
96
Claude Fable 5.1
|
193.1 chars/s | 3.3M 27 | 28–42 | — | 56.8 |
97
Kimi K2 Thinking
|
138.5 chars/s | 3.0M 30 | 1 | — | 33.5 |
98
Gemini 2.0 Flash
|
534.4 chars/s | 2.9M 59 | 1 | — | 12.2 |
99
Muse Spark 1.3
|
452.0 chars/s | 2.9M 29 | 1–3 | — | 51.6 |
100
Grok-4.20
|
700.7 chars/s | 2.8M 29 | 4 | — | 38.0 |
101
Qwen3 Coder
|
330.1 chars/s | 1.7M 23 | 2 | — | — |
102
Kimi K2 (0905)
|
181.5 chars/s | 1.5M 29 | 1 | — | 19.7 |
103
Grok-4.3
|
349.3 chars/s | 1.4M 29 | 3 | — | 37.9 |
104
Muse Spark 1.2
|
666.1 chars/s | 1.1M 29 | 1 | — | 46.8 |
105
Mistral Large 3
|
239.6 chars/s | 911.2K 29 | 1 | — | 4.1 |
106
GPT-6 Astra
|
411.0 chars/s | 805.7K 29 | 30–42 | — | 54.7 |
107
Qwen 3.8 Max
|
56.7 chars/s | 451.3K 29 | 3 | — | 46.9 |
108
Hy4 Preview
|
175.6 chars/s | 445.4K 29 | 1–2 | — | — |
109
Claude 4 Opus
|
82.4 chars/s | 389.5K 26 | 50–60 | — | 31.7 |
110
GPT-4o Mini
|
276.5 chars/s | 187.1K 79 | 1 | — | 6.7 |
111
Grok-3 Mini (Beta)
|
186.6 chars/s | 152.6K 3 | 1 | — | — |
112
GPT-4o
|
54.3 chars/s | 122.3K 78 | 2 | — | 9.4 |
113
Llama 3.1 405B
|
109.6 chars/s | 114.8K 27 | 2 | — | — |
114
OpenAI o4-mini
|
142.4 chars/s | 13.8K 69 | 2 | — | 26.1 |
115
GPT-3.5 Turbo
|
85.0 chars/s | 10.2K 66 | 1 | — | 3.2 |
116
DeepSeek R1
|
273.3 chars/s | 1.4K 2 | 1 | — | 20.4 |
117
DeepSeek V3
|
204.1 chars/s | 1.1K 9 | 1 | — | 14.2 |
118
Claude 3.5 Sonnet
|
167.6 chars/s | 319 91 | 2 | — | 9.8 |
119
Grok-3 (Beta)
|
99.0 chars/s | 142 3 | 3 | — | — |
120
Llama 3.3 70B
|
136.6 chars/s | 107 30 | 1 | — | — |
121
GPT-4 Turbo
|
43.7 chars/s | 62 41 | 10 | — | 7.7 |
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, pro-rata to the tokens used. Models tagged Unlimited cost no credits on the Unlimited plan and above (Unlimited, Elite, Ultimate, Ultimate Max); every other model is charged the credits shown, on every plan. Legacy models are no longer selectable.
IntelligenceA composite score out of 100 covering reasoning, coding and knowledge — the same number the Auto model router weighs against price when it picks a model for you.