Tokenstead - Find the right AI model for your hardware

M4 Max Binned 36GB

63 models / sorted by best_quality

Quality Fastest Least mem Newest

Model Fit Speed Memory Scores / Run

Runs comfortably

Ornith-1.5-35B-A3B Q6_K

29.2GB 262k ctx

Runs comfortably

101 tok/s

ⓘ estimated

29 / 36GB

91 / 89 / 86

FIT Runs comfortably

SPEED 101 tok/s

ⓘ estimated

MEMORY 29/36GB

Ornith-1.5-35B-A3B Q5_K_M

25.3GB 262k ctx

Runs comfortably

117 tok/s

ⓘ estimated

25 / 36GB

91 / 89 / 86

FIT Runs comfortably

SPEED 117 tok/s

ⓘ estimated

MEMORY 25/36GB

Ornith-1.5-35B-A3B Q4_K_M

21.7GB 262k ctx

Runs comfortably

136 tok/s

ⓘ estimated

22 / 36GB

91 / 89 / 86

FIT Runs comfortably

SPEED 136 tok/s

ⓘ estimated

MEMORY 22/36GB

Qwen3.6 35B A3B Q4_K_M

20.0GB 262k ctx

Runs comfortably

143 tok/s

ⓘ estimated

20 / 36GB

90 / 91 / 87

FIT Runs comfortably

SPEED 143 tok/s

ⓘ estimated

MEMORY 20/36GB

Pokee-Isaac 28B Q4_K_M

16.0GB 10000k ctx

Runs comfortably

15 tok/s

ⓘ estimated

16 / 36GB

90 / 88 / 88

FIT Runs comfortably

SPEED 15 tok/s

ⓘ estimated

MEMORY 16/36GB

Pokee-Isaac 28B Q8_0

28.0GB 10000k ctx

Runs comfortably

9 tok/s

ⓘ estimated

28 / 36GB

90 / 88 / 88

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 28/36GB

Qwen3.8-27B UD-Q4_K_XL Unsloth

17.6GB 262k ctx

Runs comfortably

14 tok/s

ⓘ estimated

18 / 36GB

88 / 89 / 85

FIT Runs comfortably

SPEED 14 tok/s

ⓘ estimated

MEMORY 18/36GB

Qwen3.8-27B UD-Q2_K_XL Unsloth

9.8GB 262k ctx

Runs comfortably

25 tok/s

ⓘ estimated

10 / 36GB

88 / 89 / 85

FIT Runs comfortably

SPEED 25 tok/s

ⓘ estimated

MEMORY 10/36GB

Qwen3.8-27B UD-IQ1_S Unsloth

6.2GB 262k ctx

Runs comfortably

40 tok/s

ⓘ estimated

6 / 36GB

88 / 89 / 85

FIT Runs comfortably

SPEED 40 tok/s

ⓘ estimated

MEMORY 6/36GB

Qwen3.8-27B NVFP4 Unsloth

15.2GB 262k ctx

Runs comfortably

16 tok/s

ⓘ estimated

15 / 36GB

88 / 89 / 85

FIT Runs comfortably

SPEED 16 tok/s

ⓘ estimated

MEMORY 15/36GB

Gemma 4 31B Q4_K_M

18.3GB 256k ctx

Runs comfortably

13 tok/s

ⓘ estimated

18 / 36GB

86 / 89 / 85

FIT Runs comfortably

SPEED 13 tok/s

ⓘ estimated

MEMORY 18/36GB

Gemma 4 31B QAT

18.0GB 256k ctx

Runs comfortably

14 tok/s

ⓘ estimated

18 / 36GB

86 / 89 / 85

FIT Runs comfortably

SPEED 14 tok/s

ⓘ estimated

MEMORY 18/36GB

Gemma 4 31B NVFP4

16.0GB 256k ctx

Runs comfortably

15 tok/s

ⓘ estimated

16 / 36GB

86 / 89 / 85

FIT Runs comfortably

SPEED 15 tok/s

ⓘ estimated

MEMORY 16/36GB

Gemma 4 26B A4B Q4_K_M

13.0GB 256k ctx

Runs comfortably

125 tok/s

ⓘ estimated

13 / 36GB

85 / 88 / 84

FIT Runs comfortably

SPEED 125 tok/s

ⓘ estimated

MEMORY 13/36GB

Gemma 4 26B A4B NVFP4

14.0GB 256k ctx

Runs comfortably

116 tok/s

ⓘ estimated

14 / 36GB

85 / 88 / 84

FIT Runs comfortably

SPEED 116 tok/s

ⓘ estimated

MEMORY 14/36GB

Gemma 4 26B A4B Q8_0

25.0GB 256k ctx

Runs comfortably

65 tok/s

ⓘ estimated

25 / 36GB

85 / 88 / 84

FIT Runs comfortably

SPEED 65 tok/s

ⓘ estimated

MEMORY 25/36GB

Qwen3.6 27B Q8_0

28.0GB 128k ctx

Runs comfortably

9 tok/s

ⓘ estimated

28 / 36GB

85 / 87 / 82

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 28/36GB

Qwen3.6 27B Q4_K_M

16.5GB 128k ctx

Runs comfortably

15 tok/s

ⓘ estimated

17 / 36GB

85 / 87 / 82

FIT Runs comfortably

SPEED 15 tok/s

ⓘ estimated

MEMORY 17/36GB

Qwen3 32B Q6_K

28.5GB 128k ctx

Runs comfortably

9 tok/s

ⓘ estimated

29 / 36GB

80 / 82 / 78

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 29/36GB

Qwen3 32B Q5_K_M

24.5GB 128k ctx

Runs comfortably

10 tok/s

ⓘ estimated

25 / 36GB

80 / 82 / 78

FIT Runs comfortably

SPEED 10 tok/s

ⓘ estimated

MEMORY 25/36GB

Qwen3 32B Q4_K_M

20.0GB 128k ctx

Runs comfortably

12 tok/s

ⓘ estimated

20 / 36GB

80 / 82 / 78

FIT Runs comfortably

SPEED 12 tok/s

ⓘ estimated

MEMORY 20/36GB

Ornith-1.5-9B Q5_K_M

6.6GB 262k ctx

Runs comfortably

37 tok/s

ⓘ estimated

7 / 36GB

78 / 76 / 74

FIT Runs comfortably

SPEED 37 tok/s

ⓘ estimated

MEMORY 7/36GB

Ornith-1.5-9B Q6_K

7.6GB 262k ctx

Runs comfortably

33 tok/s

ⓘ estimated

8 / 36GB

78 / 76 / 74

FIT Runs comfortably

SPEED 33 tok/s

ⓘ estimated

MEMORY 8/36GB

Ornith-1.5-9B Q8_0

9.8GB 262k ctx

Runs comfortably

25 tok/s

ⓘ estimated

10 / 36GB

78 / 76 / 74

FIT Runs comfortably

SPEED 25 tok/s

ⓘ estimated

MEMORY 10/36GB

Ornith-1.5-9B BF16

18.4GB 262k ctx

Runs comfortably

13 tok/s

ⓘ estimated

18 / 36GB

78 / 76 / 74

FIT Runs comfortably

SPEED 13 tok/s

ⓘ estimated

MEMORY 18/36GB

Ornith-1.5-9B Q4_K_M

5.8GB 262k ctx

Runs comfortably

43 tok/s

ⓘ estimated

6 / 36GB

78 / 76 / 74

FIT Runs comfortably

SPEED 43 tok/s

ⓘ estimated

MEMORY 6/36GB

Qwen3 30B A3B Q4_K_M

15.5GB 128k ctx

Runs comfortably

161 tok/s

ⓘ estimated

16 / 36GB

75 / 78 / 72

FIT Runs comfortably

SPEED 161 tok/s

ⓘ estimated

MEMORY 16/36GB

Qwen3 30B A3B Q8_0

31.0GB 128k ctx

Runs comfortably

81 tok/s

ⓘ estimated

31 / 36GB

75 / 78 / 72

FIT Runs comfortably

SPEED 81 tok/s

ⓘ estimated

MEMORY 31/36GB

Phi-4 14B FP16

29.0GB 16k ctx

Runs comfortably

8 tok/s

ⓘ estimated

29 / 36GB

75 / 78 / 70

FIT Runs comfortably

SPEED 8 tok/s

ⓘ estimated

MEMORY 29/36GB

Phi-4 14B Q8_0

15.0GB 16k ctx

Runs comfortably

16 tok/s

ⓘ estimated

15 / 36GB

75 / 78 / 70

FIT Runs comfortably

SPEED 16 tok/s

ⓘ estimated

MEMORY 15/36GB

Phi-4 14B Q4_K_M

8.5GB 16k ctx

Runs comfortably

29 tok/s

ⓘ estimated

9 / 36GB

75 / 78 / 70

FIT Runs comfortably

SPEED 29 tok/s

ⓘ estimated

MEMORY 9/36GB

Xing4.0-29B-A4B Q4_K_M

20.1GB 256k ctx

Runs comfortably

89 tok/s

ⓘ estimated

20 / 36GB

75 / 73 / 72

FIT Runs comfortably

SPEED 89 tok/s

ⓘ estimated

MEMORY 20/36GB

Llama 3.3 70B Instruct Q3_K_M

30.0GB 128k ctx

Runs comfortably

8 tok/s

ⓘ estimated

30 / 36GB

72 / 77 / 80

FIT Runs comfortably

SPEED 8 tok/s

ⓘ estimated

MEMORY 30/36GB

Llama 3.3 70B Instruct Q2_K

21.5GB 128k ctx

Runs comfortably

11 tok/s

ⓘ estimated

22 / 36GB

72 / 77 / 80

FIT Runs comfortably

SPEED 11 tok/s

ⓘ estimated

MEMORY 22/36GB

Qwen3 14B Q8_0

15.0GB 128k ctx

Runs comfortably

16 tok/s

ⓘ estimated

15 / 36GB

72 / 75 / 70

FIT Runs comfortably

SPEED 16 tok/s

ⓘ estimated

MEMORY 15/36GB

Qwen3 14B Q4_K_M

9.0GB 128k ctx

Runs comfortably

27 tok/s

ⓘ estimated

9 / 36GB

72 / 75 / 70

FIT Runs comfortably

SPEED 27 tok/s

ⓘ estimated

MEMORY 9/36GB

Gemma 4 12B Q8_0

13.0GB 128k ctx

Runs comfortably

19 tok/s

ⓘ estimated

13 / 36GB

70 / 74 / 72

FIT Runs comfortably

SPEED 19 tok/s

ⓘ estimated

MEMORY 13/36GB

Gemma 4 12B Q4_K_M

7.2GB 128k ctx

Runs comfortably

34 tok/s

ⓘ estimated

7 / 36GB

70 / 74 / 72

FIT Runs comfortably

SPEED 34 tok/s

ⓘ estimated

MEMORY 7/36GB

Gemma 3 27B Q4_K_M

17.0GB 128k ctx

Runs comfortably

14 tok/s

ⓘ estimated

17 / 36GB

68 / 71 / 72

FIT Runs comfortably

SPEED 14 tok/s

ⓘ estimated

MEMORY 17/36GB

Gemma 3 27B Q8_0

28.0GB 128k ctx

Runs comfortably

9 tok/s

ⓘ estimated

28 / 36GB

68 / 71 / 72

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 28/36GB

Qwen3 8B Q8_0

8.5GB 128k ctx

Runs comfortably

29 tok/s

ⓘ estimated

9 / 36GB

67 / 70 / 65

FIT Runs comfortably

SPEED 29 tok/s

ⓘ estimated

MEMORY 9/36GB

Qwen3 8B Q4_K_M

5.2GB 128k ctx

Runs comfortably

47 tok/s

ⓘ estimated

5 / 36GB

67 / 70 / 65

FIT Runs comfortably

SPEED 47 tok/s

ⓘ estimated

MEMORY 5/36GB

Gemma 3 12B Q4_K_M

7.5GB 128k ctx

Runs comfortably

33 tok/s

ⓘ estimated

8 / 36GB

62 / 65 / 68

FIT Runs comfortably

SPEED 33 tok/s

ⓘ estimated

MEMORY 8/36GB

Gemma 3 12B Q8_0

13.5GB 128k ctx

Runs comfortably

18 tok/s

ⓘ estimated

14 / 36GB

62 / 65 / 68

FIT Runs comfortably

SPEED 18 tok/s

ⓘ estimated

MEMORY 14/36GB

Mixtral 8x7B Instruct Q4_K_M

26.5GB 32k ctx

Runs comfortably

34 tok/s

ⓘ estimated

27 / 36GB

62 / 65 / 68

FIT Runs comfortably

SPEED 34 tok/s

ⓘ estimated

MEMORY 27/36GB

Mixtral 8x7B Instruct Q3_K_M

19.0GB 32k ctx

Runs comfortably

47 tok/s

ⓘ estimated

19 / 36GB

62 / 65 / 68

FIT Runs comfortably

SPEED 47 tok/s

ⓘ estimated

MEMORY 19/36GB

Mistral Nemo 12B Q4_K_M

7.3GB 128k ctx

Runs comfortably

34 tok/s

ⓘ estimated

7 / 36GB

58 / 60 / 62

FIT Runs comfortably

SPEED 34 tok/s

ⓘ estimated

MEMORY 7/36GB

Mistral Nemo 12B Q8_0

13.2GB 128k ctx

Runs comfortably

19 tok/s

ⓘ estimated

13 / 36GB

58 / 60 / 62

FIT Runs comfortably

SPEED 19 tok/s

ⓘ estimated

MEMORY 13/36GB

Qwen3 4B Q4_K_M

2.6GB 32k ctx

Runs comfortably

95 tok/s

ⓘ estimated

3 / 36GB

58 / 60 / 56

FIT Runs comfortably

SPEED 95 tok/s

ⓘ estimated

MEMORY 3/36GB

Phi-4 Mini Q4_K_M

2.5GB 128k ctx

Runs comfortably

98 tok/s

ⓘ estimated

3 / 36GB

55 / 58 / 52

FIT Runs comfortably

SPEED 98 tok/s

ⓘ estimated

MEMORY 3/36GB

Phi-4 Mini Q8_0

4.1GB 128k ctx

Runs comfortably

60 tok/s

ⓘ estimated

4 / 36GB

55 / 58 / 52

FIT Runs comfortably

SPEED 60 tok/s

ⓘ estimated

MEMORY 4/36GB

Llama 3.1 8B Instruct FP16

16.0GB 128k ctx

Runs comfortably

15 tok/s

ⓘ estimated

16 / 36GB

52 / 55 / 62

FIT Runs comfortably

SPEED 15 tok/s

ⓘ estimated

MEMORY 16/36GB

Llama 3.1 8B Instruct Q8_0

8.0GB 128k ctx

Runs comfortably

31 tok/s

ⓘ estimated

8 / 36GB

52 / 55 / 62

FIT Runs comfortably

SPEED 31 tok/s

ⓘ estimated

MEMORY 8/36GB

Llama 3.1 8B Instruct Q4_K_M

4.5GB 128k ctx

Runs comfortably

55 tok/s

ⓘ estimated

5 / 36GB

52 / 55 / 62

FIT Runs comfortably

SPEED 55 tok/s

ⓘ estimated

MEMORY 5/36GB

Gemma 3 4B Q4_K_M

3.0GB 128k ctx

Runs comfortably

82 tok/s

ⓘ estimated

3 / 36GB

42 / 45 / 55

FIT Runs comfortably

SPEED 82 tok/s

ⓘ estimated

MEMORY 3/36GB

Gemma 3 4B Q8_0

5.0GB 128k ctx

Runs comfortably

49 tok/s

ⓘ estimated

5 / 36GB

42 / 45 / 55

FIT Runs comfortably

SPEED 49 tok/s

ⓘ estimated

MEMORY 5/36GB

Llama 3.2 3B Instruct Q8_0

3.5GB 128k ctx

Runs comfortably

70 tok/s

ⓘ estimated

4 / 36GB

35 / 38 / 50

FIT Runs comfortably

SPEED 70 tok/s

ⓘ estimated

MEMORY 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

FIT Runs comfortably

SPEED 123 tok/s

ⓘ estimated

MEMORY 2/36GB

Muse Glimmer 30B Q4_K_M

18.0GB 128k ctx

Runs comfortably

14 tok/s

ⓘ estimated

18 / 36GB

FIT Runs comfortably

SPEED 14 tok/s

ⓘ estimated

MEMORY 18/36GB

Runs tight

Gemma 4 31B Q8_0

32.6GB 256k ctx

Runs tight

8 tok/s

ⓘ estimated

33 / 36GB

86 / 89 / 85

FIT Runs tight

SPEED 8 tok/s

ⓘ estimated

MEMORY 33/36GB

Qwen3 32B Q8_0

34.0GB 128k ctx

Runs tight

7 tok/s

ⓘ estimated

34 / 36GB

80 / 82 / 78

FIT Runs tight

SPEED 7 tok/s

ⓘ estimated

MEMORY 34/36GB

Nemotron 3.5 Lightning Q4_K_M

32.0GB 1000k ctx

Runs tight

67 tok/s

ⓘ estimated

32 / 36GB

78 / 76 / 74

FIT Runs tight

SPEED 67 tok/s

ⓘ estimated

MEMORY 32/36GB

Muse Glimmer 30B Q8_0

33.0GB 0k cap

Runs tight

7 tok/s

ⓘ estimated

33 / 36GB

FIT Runs tight

SPEED 7 tok/s

ⓘ estimated

MEMORY 33/36GB

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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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