Model
Fit
Speed
Memory
Scores / Run
Runs comfortably
Runs comfortably
79 tok/s
ⓘ estimated
29/36GB
Ornith-1.5-35B-A3B
Q5_K_M
25.3GB
18k cap
Runs comfortably
84
tok/s
ⓘ estimated
25
/ 36GB
91
/
89
/
86
Runs comfortably
84 tok/s
ⓘ estimated
25/36GB
Ornith-1.5-35B-A3B
Q4_K_M
21.7GB
25k cap
Runs comfortably
91
tok/s
ⓘ estimated
22
/ 36GB
91
/
89
/
86
Runs comfortably
91 tok/s
ⓘ estimated
22/36GB
Runs comfortably
93 tok/s
ⓘ estimated
20/36GB
Runs comfortably
20 tok/s
ⓘ estimated
16/36GB
Runs comfortably
12 tok/s
ⓘ estimated
28/36GB
17.6GB
30k cap
Runs comfortably
19
tok/s
ⓘ estimated
18
/ 36GB
88
/
89
/
85
Runs comfortably
19 tok/s
ⓘ estimated
18/36GB
9.8GB
45k cap
Runs comfortably
30
tok/s
ⓘ estimated
10
/ 36GB
88
/
89
/
85
Runs comfortably
30 tok/s
ⓘ estimated
10/36GB
6.2GB
50k cap
Runs comfortably
44
tok/s
ⓘ estimated
6
/ 36GB
88
/
89
/
85
Runs comfortably
44 tok/s
ⓘ estimated
6/36GB
15.2GB
32k cap
Runs comfortably
21
tok/s
ⓘ estimated
15
/ 36GB
88
/
89
/
85
Runs comfortably
21 tok/s
ⓘ estimated
15/36GB
Runs comfortably
17 tok/s
ⓘ estimated
18/36GB
Runs comfortably
19 tok/s
ⓘ estimated
16/36GB
Runs comfortably
17 tok/s
ⓘ estimated
18/36GB
Runs comfortably
56 tok/s
ⓘ estimated
25/36GB
Runs comfortably
76 tok/s
ⓘ estimated
13/36GB
Runs comfortably
74 tok/s
ⓘ estimated
14/36GB
Runs comfortably
19 tok/s
ⓘ estimated
17/36GB
Runs comfortably
12 tok/s
ⓘ estimated
28/36GB
Runs comfortably
12 tok/s
ⓘ estimated
29/36GB
Runs comfortably
13 tok/s
ⓘ estimated
25/36GB
Runs comfortably
16 tok/s
ⓘ estimated
20/36GB
Runs comfortably
42 tok/s
ⓘ estimated
7/36GB
Runs comfortably
38 tok/s
ⓘ estimated
8/36GB
Runs comfortably
31 tok/s
ⓘ estimated
10/36GB
Runs comfortably
18 tok/s
ⓘ estimated
18/36GB
Runs comfortably
47 tok/s
ⓘ estimated
6/36GB
Runs comfortably
98 tok/s
ⓘ estimated
16/36GB
Runs comfortably
69 tok/s
ⓘ estimated
31/36GB
Runs comfortably
36 tok/s
ⓘ estimated
9/36GB
Runs comfortably
12 tok/s
ⓘ estimated
29/36GB
Runs comfortably
22 tok/s
ⓘ estimated
15/36GB
Runs comfortably
48 tok/s
ⓘ estimated
20/36GB
21.5GB
9k cap
Runs comfortably
13
tok/s
ⓘ estimated
22
/ 36GB
72
/
77
/
80
Runs comfortably
13 tok/s
ⓘ estimated
22/36GB
Llama 3.3 70B Instruct
Q3_K_M
30.0GB
4k cap
Runs comfortably
10
tok/s
ⓘ estimated
30
/ 36GB
72
/
77
/
80
Runs comfortably
10 tok/s
ⓘ estimated
30/36GB
Runs comfortably
22 tok/s
ⓘ estimated
15/36GB
Runs comfortably
33 tok/s
ⓘ estimated
9/36GB
Runs comfortably
25 tok/s
ⓘ estimated
13/36GB
Runs comfortably
41 tok/s
ⓘ estimated
7/36GB
Runs comfortably
12 tok/s
ⓘ estimated
28/36GB
Runs comfortably
18 tok/s
ⓘ estimated
17/36GB
Runs comfortably
35 tok/s
ⓘ estimated
9/36GB
Runs comfortably
51 tok/s
ⓘ estimated
5/36GB
Runs comfortably
24 tok/s
ⓘ estimated
14/36GB
Mixtral 8x7B Instruct
Q3_K_M
19.0GB
32k ctx
Runs comfortably
50
tok/s
ⓘ estimated
19
/ 36GB
62
/
65
/
68
Runs comfortably
50 tok/s
ⓘ estimated
19/36GB
Mixtral 8x7B Instruct
Q4_K_M
26.5GB
19k cap
Runs comfortably
39
tok/s
ⓘ estimated
27
/ 36GB
62
/
65
/
68
Runs comfortably
39 tok/s
ⓘ estimated
27/36GB
Runs comfortably
40 tok/s
ⓘ estimated
8/36GB
Runs comfortably
41 tok/s
ⓘ estimated
7/36GB
Runs comfortably
25 tok/s
ⓘ estimated
13/36GB
Runs comfortably
98 tok/s
ⓘ estimated
3/36GB
Runs comfortably
111 tok/s
ⓘ estimated
3/36GB
Runs comfortably
75 tok/s
ⓘ estimated
4/36GB
Llama 3.1 8B Instruct
Q4_K_M
4.5GB
63k cap
Runs comfortably
56
tok/s
ⓘ estimated
5
/ 36GB
52
/
55
/
62
Runs comfortably
56 tok/s
ⓘ estimated
5/36GB
8.0GB
56k cap
Runs comfortably
37
tok/s
ⓘ estimated
8
/ 36GB
52
/
55
/
62
Runs comfortably
37 tok/s
ⓘ estimated
8/36GB
16.0GB
40k cap
Runs comfortably
20
tok/s
ⓘ estimated
16
/ 36GB
52
/
55
/
62
Runs comfortably
20 tok/s
ⓘ estimated
16/36GB
Runs comfortably
87 tok/s
ⓘ estimated
3/36GB
Runs comfortably
59 tok/s
ⓘ estimated
5/36GB
3.5GB
128k ctx
Runs comfortably
82
tok/s
ⓘ estimated
4
/ 36GB
35
/
38
/
50
Runs comfortably
82 tok/s
ⓘ estimated
4/36GB
Llama 3.2 3B Instruct
Q4_K_M
2.0GB
128k ctx
Runs comfortably
123
tok/s
ⓘ estimated
2
/ 36GB
35
/
38
/
50
Runs comfortably
123 tok/s
ⓘ estimated
2/36GB
Runs comfortably
221 tok/s
ⓘ estimated
7/36GB
Runs comfortably
71 tok/s
ⓘ estimated
24/36GB
Runs comfortably
18 tok/s
ⓘ estimated
18/36GB
Runs comfortably
159 tok/s
ⓘ estimated
24/36GB
Runs comfortably
252 tok/s
ⓘ estimated
14/36GB
Runs tight
Runs tight
10 tok/s
ⓘ estimated
33/36GB
Runs tight
10 tok/s
ⓘ estimated
34/36GB
Runs tight
67 tok/s
ⓘ estimated
32/36GB
Runs tight
10 tok/s
ⓘ estimated
33/36GB
Coding alternatives
Hosted coding assistants for comparison - per seat
Cursor
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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 ...
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GitHub Copilot
Business
AI coding assistant by GitHub. GPT-4o and Claude-based completions. $19/seat ...
$19.0
Cursor
Pro
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 ...
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Cursor
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AI-first code editor. Uses frontier models (GPT-4, Claude). $20/user Business...
$40.0
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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