Model
Fit
Speed
Memory
Scores / Run
Runs comfortably
Runs comfortably
210 tok/s
ⓘ estimated
29/32GB
Ornith-1.5-35B-A3B
Q5_K_M
25.3GB
10k cap
Runs comfortably
226
tok/s
ⓘ estimated
25
/ 32GB
91
/
89
/
86
Runs comfortably
226 tok/s
ⓘ estimated
25/32GB
Ornith-1.5-35B-A3B
Q4_K_M
21.7GB
18k cap
Runs comfortably
243
tok/s
ⓘ estimated
22
/ 32GB
91
/
89
/
86
Runs comfortably
243 tok/s
ⓘ estimated
22/32GB
Runs comfortably
248 tok/s
ⓘ estimated
20/32GB
Runs comfortably
53 tok/s
ⓘ estimated
16/32GB
Runs comfortably
32 tok/s
ⓘ estimated
28/32GB
15.2GB
25k cap
Runs comfortably
56
tok/s
ⓘ estimated
15
/ 32GB
88
/
89
/
85
Runs comfortably
56 tok/s
ⓘ estimated
15/32GB
6.2GB
43k cap
Runs comfortably
117
tok/s
ⓘ estimated
6
/ 32GB
88
/
89
/
85
Runs comfortably
117 tok/s
ⓘ estimated
6/32GB
9.8GB
38k cap
Runs comfortably
82
tok/s
ⓘ estimated
10
/ 32GB
88
/
89
/
85
Runs comfortably
82 tok/s
ⓘ estimated
10/32GB
17.6GB
23k cap
Runs comfortably
50
tok/s
ⓘ estimated
18
/ 32GB
88
/
89
/
85
Runs comfortably
50 tok/s
ⓘ estimated
18/32GB
Runs comfortably
46 tok/s
ⓘ estimated
18/32GB
Runs comfortably
46 tok/s
ⓘ estimated
18/32GB
Runs comfortably
51 tok/s
ⓘ estimated
16/32GB
Runs comfortably
204 tok/s
ⓘ estimated
13/32GB
Runs comfortably
148 tok/s
ⓘ estimated
25/32GB
Runs comfortably
198 tok/s
ⓘ estimated
14/32GB
Runs comfortably
32 tok/s
ⓘ estimated
28/32GB
Runs comfortably
51 tok/s
ⓘ estimated
17/32GB
Runs comfortably
36 tok/s
ⓘ estimated
25/32GB
Runs comfortably
31 tok/s
ⓘ estimated
29/32GB
Runs comfortably
43 tok/s
ⓘ estimated
20/32GB
Runs comfortably
103 tok/s
ⓘ estimated
8/32GB
Runs comfortably
83 tok/s
ⓘ estimated
10/32GB
Runs comfortably
48 tok/s
ⓘ estimated
18/32GB
Runs comfortably
126 tok/s
ⓘ estimated
6/32GB
Runs comfortably
113 tok/s
ⓘ estimated
7/32GB
Runs comfortably
261 tok/s
ⓘ estimated
16/32GB
Runs comfortably
97 tok/s
ⓘ estimated
9/32GB
Runs comfortably
32 tok/s
ⓘ estimated
29/32GB
Runs comfortably
59 tok/s
ⓘ estimated
15/32GB
Runs comfortably
128 tok/s
ⓘ estimated
20/32GB
21.5GB
7k cap
Runs comfortably
36
tok/s
ⓘ estimated
22
/ 32GB
72
/
77
/
80
Runs comfortably
36 tok/s
ⓘ estimated
22/32GB
Runs comfortably
58 tok/s
ⓘ estimated
15/32GB
Runs comfortably
89 tok/s
ⓘ estimated
9/32GB
Runs comfortably
66 tok/s
ⓘ estimated
13/32GB
Runs comfortably
109 tok/s
ⓘ estimated
7/32GB
Runs comfortably
32 tok/s
ⓘ estimated
28/32GB
Runs comfortably
49 tok/s
ⓘ estimated
17/32GB
Runs comfortably
93 tok/s
ⓘ estimated
9/32GB
Runs comfortably
136 tok/s
ⓘ estimated
5/32GB
Mixtral 8x7B Instruct
Q4_K_M
26.5GB
11k cap
Runs comfortably
105
tok/s
ⓘ estimated
27
/ 32GB
62
/
65
/
68
Runs comfortably
105 tok/s
ⓘ estimated
27/32GB
Runs comfortably
107 tok/s
ⓘ estimated
8/32GB
Runs comfortably
65 tok/s
ⓘ estimated
14/32GB
Mixtral 8x7B Instruct
Q3_K_M
19.0GB
26k cap
Runs comfortably
135
tok/s
ⓘ estimated
19
/ 32GB
62
/
65
/
68
Runs comfortably
135 tok/s
ⓘ estimated
19/32GB
Runs comfortably
110 tok/s
ⓘ estimated
7/32GB
Runs comfortably
66 tok/s
ⓘ estimated
13/32GB
Runs comfortably
263 tok/s
ⓘ estimated
3/32GB
Runs comfortably
297 tok/s
ⓘ estimated
3/32GB
Runs comfortably
200 tok/s
ⓘ estimated
4/32GB
Llama 3.1 8B Instruct
Q4_K_M
4.5GB
55k cap
Runs comfortably
151
tok/s
ⓘ estimated
5
/ 32GB
52
/
55
/
62
Runs comfortably
151 tok/s
ⓘ estimated
5/32GB
8.0GB
48k cap
Runs comfortably
98
tok/s
ⓘ estimated
8
/ 32GB
52
/
55
/
62
Runs comfortably
98 tok/s
ⓘ estimated
8/32GB
16.0GB
32k cap
Runs comfortably
55
tok/s
ⓘ estimated
16
/ 32GB
52
/
55
/
62
Runs comfortably
55 tok/s
ⓘ estimated
16/32GB
Runs comfortably
158 tok/s
ⓘ estimated
5/32GB
Runs comfortably
233 tok/s
ⓘ estimated
3/32GB
3.5GB
118k cap
Runs comfortably
220
tok/s
ⓘ estimated
4
/ 32GB
35
/
38
/
50
Runs comfortably
220 tok/s
ⓘ estimated
4/32GB
Llama 3.2 3B Instruct
Q4_K_M
2.0GB
124k cap
Runs comfortably
330
tok/s
ⓘ estimated
2
/ 32GB
35
/
38
/
50
Runs comfortably
330 tok/s
ⓘ estimated
2/32GB
Runs comfortably
592 tok/s
ⓘ estimated
7/32GB
Runs comfortably
189 tok/s
ⓘ estimated
24/32GB
Runs comfortably
424 tok/s
ⓘ estimated
24/32GB
Runs comfortably
674 tok/s
ⓘ estimated
14/32GB
Runs tight
Runs tight
186 tok/s
ⓘ estimated
31/32GB
Runs tight
27 tok/s
ⓘ estimated
30/32GB
Runs tight
48 tok/s
ⓘ estimated
18/32GB
Runs with CPU offload
Qwen3.8-Flash-Next
EXL3_3BPW
85.0GB
19k cap
Runs with CPU offload
0.5
tok/s
ⓘ estimated
85
/ 32GB
92
/
92
/
89
Runs with CPU offload
0.5 tok/s
ⓘ estimated
85/32GB
Qwen3.8-Flash-Next
EXL3_2BPW
62.7GB
19k cap
Runs with CPU offload
0.5
tok/s
ⓘ estimated
63
/ 32GB
92
/
92
/
89
Runs with CPU offload
0.5 tok/s
ⓘ estimated
63/32GB
Ornith-1.5-35B-A3B
Q8_0
37.8GB
ctx spills to ram
Runs with CPU offload
2
tok/s
ⓘ estimated
38
/ 32GB
91
/
89
/
86
Runs with CPU offload
2 tok/s
ⓘ estimated
38/32GB
Qwen3.6 35B A3B
Q8_0
37.0GB
ctx spills to ram
Runs with CPU offload
2
tok/s
ⓘ estimated
37
/ 32GB
90
/
91
/
87
Runs with CPU offload
2 tok/s
ⓘ estimated
37/32GB
Gemma 4 31B
Q8_0
32.6GB
ctx spills to ram
Runs with CPU offload
15
tok/s
ⓘ estimated
33
/ 32GB
86
/
89
/
85
Runs with CPU offload
15 tok/s
ⓘ estimated
33/32GB
Gemma 4 26B A4B
BF16
50.0GB
ctx spills to ram
Runs with CPU offload
1
tok/s
ⓘ estimated
50
/ 32GB
85
/
88
/
84
Runs with CPU offload
1 tok/s
ⓘ estimated
50/32GB
Qwen3 32B
Q8_0
34.0GB
ctx spills to ram
Runs with CPU offload
15
tok/s
ⓘ estimated
34
/ 32GB
80
/
82
/
78
Runs with CPU offload
15 tok/s
ⓘ estimated
34/32GB
Nemotron 3.5 Lightning
Q4_K_M
32.0GB
ctx spills to ram
Runs with CPU offload
4
tok/s
ⓘ estimated
32
/ 32GB
78
/
76
/
74
Runs with CPU offload
4 tok/s
ⓘ estimated
32/32GB
Llama 3.3 70B Instruct
Q4_K_M
42.0GB
ctx spills to ram
Runs with CPU offload
7
tok/s
ⓘ estimated
42
/ 32GB
72
/
77
/
80
Runs with CPU offload
7 tok/s
ⓘ estimated
42/32GB
Runs with CPU offload
11 tok/s
ⓘ estimated
33/32GB
Coding alternatives
Hosted coding assistants for comparison - per seat
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AI-first code editor. Uses frontier models (GPT-4, Claude). $20/user Business...
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GitHub Copilot
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GitHub Copilot
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Per-token monthly figures are estimates at typical usage. Prices verified periodically - always confirm current pricing on the provider's website.
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