Model
Fit
Speed
Memory
Scores / Run
Runs comfortably
Ornith-1.5-35B-A3B
Q4_K_M
21.7GB
3k cap
Runs comfortably
130
tok/s
ⓘ estimated
22
/ 24GB
91
/
89
/
86
Runs comfortably
130 tok/s
ⓘ estimated
22/24GB
Runs comfortably
133 tok/s
ⓘ estimated
20/24GB
Runs comfortably
29 tok/s
ⓘ estimated
16/24GB
6.2GB
29k cap
Runs comfortably
63
tok/s
ⓘ estimated
6
/ 24GB
88
/
89
/
85
Runs comfortably
63 tok/s
ⓘ estimated
6/24GB
9.8GB
23k cap
Runs comfortably
44
tok/s
ⓘ estimated
10
/ 24GB
88
/
89
/
85
Runs comfortably
44 tok/s
ⓘ estimated
10/24GB
17.6GB
9k cap
Runs comfortably
27
tok/s
ⓘ estimated
18
/ 24GB
88
/
89
/
85
Runs comfortably
27 tok/s
ⓘ estimated
18/24GB
Runs comfortably
25 tok/s
ⓘ estimated
18/24GB
Runs comfortably
24 tok/s
ⓘ estimated
18/24GB
Runs comfortably
109 tok/s
ⓘ estimated
13/24GB
Runs comfortably
27 tok/s
ⓘ estimated
17/24GB
Runs comfortably
23 tok/s
ⓘ estimated
20/24GB
Runs comfortably
61 tok/s
ⓘ estimated
7/24GB
Runs comfortably
67 tok/s
ⓘ estimated
6/24GB
Runs comfortably
26 tok/s
ⓘ estimated
18/24GB
Runs comfortably
45 tok/s
ⓘ estimated
10/24GB
Runs comfortably
55 tok/s
ⓘ estimated
8/24GB
Runs comfortably
140 tok/s
ⓘ estimated
16/24GB
Runs comfortably
52 tok/s
ⓘ estimated
9/24GB
Runs comfortably
32 tok/s
ⓘ estimated
15/24GB
Runs comfortably
69 tok/s
ⓘ estimated
20/24GB
Runs comfortably
48 tok/s
ⓘ estimated
9/24GB
Runs comfortably
31 tok/s
ⓘ estimated
15/24GB
Runs comfortably
58 tok/s
ⓘ estimated
7/24GB
Runs comfortably
36 tok/s
ⓘ estimated
13/24GB
Runs comfortably
26 tok/s
ⓘ estimated
17/24GB
Runs comfortably
50 tok/s
ⓘ estimated
9/24GB
Runs comfortably
73 tok/s
ⓘ estimated
5/24GB
Runs comfortably
35 tok/s
ⓘ estimated
14/24GB
Runs comfortably
57 tok/s
ⓘ estimated
8/24GB
Mixtral 8x7B Instruct
Q3_K_M
19.0GB
10k cap
Runs comfortably
72
tok/s
ⓘ estimated
19
/ 24GB
62
/
65
/
68
Runs comfortably
72 tok/s
ⓘ estimated
19/24GB
Runs comfortably
59 tok/s
ⓘ estimated
7/24GB
Runs comfortably
36 tok/s
ⓘ estimated
13/24GB
Runs comfortably
141 tok/s
ⓘ estimated
3/24GB
Runs comfortably
159 tok/s
ⓘ estimated
3/24GB
Runs comfortably
107 tok/s
ⓘ estimated
4/24GB
8.0GB
32k cap
Runs comfortably
53
tok/s
ⓘ estimated
8
/ 24GB
52
/
55
/
62
Runs comfortably
53 tok/s
ⓘ estimated
8/24GB
16.0GB
16k cap
Runs comfortably
29
tok/s
ⓘ estimated
16
/ 24GB
52
/
55
/
62
Runs comfortably
29 tok/s
ⓘ estimated
16/24GB
Llama 3.1 8B Instruct
Q4_K_M
4.5GB
39k cap
Runs comfortably
81
tok/s
ⓘ estimated
5
/ 24GB
52
/
55
/
62
Runs comfortably
81 tok/s
ⓘ estimated
5/24GB
Runs comfortably
85 tok/s
ⓘ estimated
5/24GB
Runs comfortably
125 tok/s
ⓘ estimated
3/24GB
3.5GB
85k cap
Runs comfortably
118
tok/s
ⓘ estimated
4
/ 24GB
35
/
38
/
50
Runs comfortably
118 tok/s
ⓘ estimated
4/24GB
Llama 3.2 3B Instruct
Q4_K_M
2.0GB
91k cap
Runs comfortably
177
tok/s
ⓘ estimated
2
/ 24GB
35
/
38
/
50
Runs comfortably
177 tok/s
ⓘ estimated
2/24GB
Runs comfortably
317 tok/s
ⓘ estimated
7/24GB
Runs comfortably
361 tok/s
ⓘ estimated
14/24GB
Runs tight
Runs tight
19 tok/s
ⓘ estimated
22/24GB
Runs tight
26 tok/s
ⓘ estimated
18/24GB
Runs with CPU offload
Qwen3.8-Flash-Next
EXL3_2BPW
62.7GB
ctx spills to ram
Runs with CPU offload
0.5
tok/s
ⓘ estimated
63
/ 24GB
92
/
92
/
89
Runs with CPU offload
0.5 tok/s
ⓘ estimated
63/24GB
Qwen3.8-Flash-Next
EXL3_3BPW
85.0GB
ctx spills to ram
Runs with CPU offload
0.5
tok/s
ⓘ estimated
85
/ 24GB
92
/
92
/
89
Runs with CPU offload
0.5 tok/s
ⓘ estimated
85/24GB
Ornith-1.5-35B-A3B
Q8_0
37.8GB
ctx spills to ram
Runs with CPU offload
0.74
tok/s
ⓘ estimated
38
/ 24GB
91
/
89
/
86
Runs with CPU offload
0.74 tok/s
ⓘ estimated
38/24GB
Ornith-1.5-35B-A3B
Q6_K
29.2GB
ctx spills to ram
Runs with CPU offload
1
tok/s
ⓘ estimated
29
/ 24GB
91
/
89
/
86
Runs with CPU offload
1 tok/s
ⓘ estimated
29/24GB
Ornith-1.5-35B-A3B
Q5_K_M
25.3GB
ctx spills to ram
Runs with CPU offload
3
tok/s
ⓘ estimated
25
/ 24GB
91
/
89
/
86
Runs with CPU offload
3 tok/s
ⓘ estimated
25/24GB
Qwen3.6 35B A3B
Q8_0
37.0GB
ctx spills to ram
Runs with CPU offload
0.8
tok/s
ⓘ estimated
37
/ 24GB
90
/
91
/
87
Runs with CPU offload
0.8 tok/s
ⓘ estimated
37/24GB
Pokee-Isaac 28B
Q8_0
28.0GB
ctx spills to ram
Runs with CPU offload
7
tok/s
ⓘ estimated
28
/ 24GB
90
/
88
/
88
Runs with CPU offload
7 tok/s
ⓘ estimated
28/24GB
Gemma 4 31B
Q8_0
32.6GB
ctx spills to ram
Runs with CPU offload
5
tok/s
ⓘ estimated
33
/ 24GB
86
/
89
/
85
Runs with CPU offload
5 tok/s
ⓘ estimated
33/24GB
Gemma 4 26B A4B
Q8_0
25.0GB
ctx spills to ram
Runs with CPU offload
4
tok/s
ⓘ estimated
25
/ 24GB
85
/
88
/
84
Runs with CPU offload
4 tok/s
ⓘ estimated
25/24GB
Qwen3.6 27B
Q8_0
28.0GB
ctx spills to ram
Runs with CPU offload
8
tok/s
ⓘ estimated
28
/ 24GB
85
/
87
/
82
Runs with CPU offload
8 tok/s
ⓘ estimated
28/24GB
Qwen3 32B
Q5_K_M
24.5GB
ctx spills to ram
Runs with CPU offload
15
tok/s
ⓘ estimated
25
/ 24GB
80
/
82
/
78
Runs with CPU offload
15 tok/s
ⓘ estimated
25/24GB
Qwen3 32B
Q6_K
28.5GB
ctx spills to ram
Runs with CPU offload
8
tok/s
ⓘ estimated
29
/ 24GB
80
/
82
/
78
Runs with CPU offload
8 tok/s
ⓘ estimated
29/24GB
Qwen3 32B
Q8_0
34.0GB
ctx spills to ram
Runs with CPU offload
5
tok/s
ⓘ estimated
34
/ 24GB
80
/
82
/
78
Runs with CPU offload
5 tok/s
ⓘ estimated
34/24GB
Nemotron 3.5 Lightning
Q4_K_M
32.0GB
ctx spills to ram
Runs with CPU offload
1
tok/s
ⓘ estimated
32
/ 24GB
78
/
76
/
74
Runs with CPU offload
1 tok/s
ⓘ estimated
32/24GB
Qwen3 30B A3B
Q8_0
31.0GB
ctx spills to ram
Runs with CPU offload
1
tok/s
ⓘ estimated
31
/ 24GB
75
/
78
/
72
Runs with CPU offload
1 tok/s
ⓘ estimated
31/24GB
Phi-4 14B
FP16
29.0GB
ctx spills to ram
Runs with CPU offload
7
tok/s
ⓘ estimated
29
/ 24GB
75
/
78
/
70
Runs with CPU offload
7 tok/s
ⓘ estimated
29/24GB
Llama 3.3 70B Instruct
Q3_K_M
30.0GB
ctx spills to ram
Runs with CPU offload
7
tok/s
ⓘ estimated
30
/ 24GB
72
/
77
/
80
Runs with CPU offload
7 tok/s
ⓘ estimated
30/24GB
Gemma 3 27B
Q8_0
28.0GB
ctx spills to ram
Runs with CPU offload
8
tok/s
ⓘ estimated
28
/ 24GB
68
/
71
/
72
Runs with CPU offload
8 tok/s
ⓘ estimated
28/24GB
Mixtral 8x7B Instruct
Q4_K_M
26.5GB
ctx spills to ram
Runs with CPU offload
6
tok/s
ⓘ estimated
27
/ 24GB
62
/
65
/
68
Runs with CPU offload
6 tok/s
ⓘ estimated
27/24GB
24.3GB
ctx spills to ram
Runs with CPU offload
4
tok/s
ⓘ estimated
24
/ 24GB
Runs with CPU offload
4 tok/s
ⓘ estimated
24/24GB
Runs with CPU offload
5 tok/s
ⓘ estimated
33/24GB
Runs with CPU offload
2 tok/s
ⓘ estimated
24/24GB
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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AI coding assistant by GitHub. GPT-4o and Claude-based completions. $19/seat ...
$19.0
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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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