Tokenstead - Find the right AI model for your hardware

4 nodes / 96GB aggregate no link set

77 models / sorted by best_quality

Quality Fastest Least mem Newest

Model Fit Speed Memory Scores / Run

Runs comfortably

Qwen3.8-Flash-Next UD-IQ1_S Unsloth

72.5GB 262k ctx

Runs comfortably

no data

73 / 96GB

92 / 92 / 89

FIT Runs comfortably

MEMORY 73/96GB

Ornith-1.5-35B-A3B BF16

71.1GB 262k ctx

Runs comfortably

no data

71 / 96GB

91 / 89 / 86

FIT Runs comfortably

MEMORY 71/96GB

Ornith-1.5-35B-A3B Q8_0

37.8GB 262k ctx

Runs comfortably

no data

38 / 96GB

91 / 89 / 86

FIT Runs comfortably

MEMORY 38/96GB

Ornith-1.5-35B-A3B Q6_K

29.2GB 262k ctx

Runs comfortably

no data

29 / 96GB

91 / 89 / 86

FIT Runs comfortably

MEMORY 29/96GB

Ornith-1.5-35B-A3B Q5_K_M

25.3GB 262k ctx

Runs comfortably

no data

25 / 96GB

91 / 89 / 86

FIT Runs comfortably

MEMORY 25/96GB

Ornith-1.5-35B-A3B Q4_K_M

21.7GB 262k ctx

Runs comfortably

90 tok/s

ⓘ estimated

22 / 96GB

91 / 89 / 86

FIT Runs comfortably

SPEED 90 tok/s

ⓘ estimated

MEMORY 22/96GB

Qwen3.6 35B A3B Q4_K_M

20.0GB 262k ctx

Runs comfortably

95 tok/s

ⓘ estimated

20 / 96GB

90 / 91 / 87

FIT Runs comfortably

SPEED 95 tok/s

ⓘ estimated

MEMORY 20/96GB

Qwen3.6 35B A3B Q8_0

37.0GB 262k ctx

Runs comfortably

no data

37 / 96GB

90 / 91 / 87

FIT Runs comfortably

MEMORY 37/96GB

Pokee-Isaac 28B Q4_K_M

16.0GB 10000k ctx

Runs comfortably

10 tok/s

ⓘ estimated

16 / 96GB

90 / 88 / 88

FIT Runs comfortably

SPEED 10 tok/s

ⓘ estimated

MEMORY 16/96GB

Pokee-Isaac 28B Q8_0

28.0GB 10000k ctx

Runs comfortably

no data

28 / 96GB

90 / 88 / 88

FIT Runs comfortably

MEMORY 28/96GB

Pokee-Isaac 28B FP16

56.0GB 10000k ctx

Runs comfortably

no data

56 / 96GB

90 / 88 / 88

FIT Runs comfortably

MEMORY 56/96GB

Qwen3 235B A22B Q2_K

68.0GB 128k ctx

Runs comfortably

no data

68 / 96GB

88 / 90 / 85

FIT Runs comfortably

MEMORY 68/96GB

Qwen3.8-27B NVFP4 Unsloth

15.2GB 262k ctx

Runs comfortably

11 tok/s

ⓘ estimated

15 / 96GB

88 / 89 / 85

FIT Runs comfortably

SPEED 11 tok/s

ⓘ estimated

MEMORY 15/96GB

Qwen3.8-27B UD-IQ1_S Unsloth

6.2GB 262k ctx

Runs comfortably

26 tok/s

ⓘ estimated

6 / 96GB

88 / 89 / 85

FIT Runs comfortably

SPEED 26 tok/s

ⓘ estimated

MEMORY 6/96GB

Qwen3.8-27B UD-Q2_K_XL Unsloth

9.8GB 262k ctx

Runs comfortably

17 tok/s

ⓘ estimated

10 / 96GB

88 / 89 / 85

FIT Runs comfortably

SPEED 17 tok/s

ⓘ estimated

MEMORY 10/96GB

Qwen3.8-27B UD-Q4_K_XL Unsloth

17.6GB 262k ctx

Runs comfortably

9 tok/s

ⓘ estimated

18 / 96GB

88 / 89 / 85

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 18/96GB

Gemma 4 31B Q4_K_M

18.3GB 256k ctx

Runs comfortably

9 tok/s

ⓘ estimated

18 / 96GB

86 / 89 / 85

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 18/96GB

Gemma 4 31B NVFP4

16.0GB 256k ctx

Runs comfortably

10 tok/s

ⓘ estimated

16 / 96GB

86 / 89 / 85

FIT Runs comfortably

SPEED 10 tok/s

ⓘ estimated

MEMORY 16/96GB

Gemma 4 31B BF16

61.4GB 256k ctx

Runs comfortably

no data

61 / 96GB

86 / 89 / 85

FIT Runs comfortably

MEMORY 61/96GB

Gemma 4 31B QAT

18.0GB 256k ctx

Runs comfortably

9 tok/s

ⓘ estimated

18 / 96GB

86 / 89 / 85

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 18/96GB

Gemma 4 31B Q8_0

32.6GB 256k ctx

Runs comfortably

no data

33 / 96GB

86 / 89 / 85

FIT Runs comfortably

MEMORY 33/96GB

Gemma 4 26B A4B NVFP4

14.0GB 256k ctx

Runs comfortably

77 tok/s

ⓘ estimated

14 / 96GB

85 / 88 / 84

FIT Runs comfortably

SPEED 77 tok/s

ⓘ estimated

MEMORY 14/96GB

Gemma 4 26B A4B Q4_K_M

13.0GB 256k ctx

Runs comfortably

83 tok/s

ⓘ estimated

13 / 96GB

85 / 88 / 84

FIT Runs comfortably

SPEED 83 tok/s

ⓘ estimated

MEMORY 13/96GB

Gemma 4 26B A4B Q8_0

25.0GB 256k ctx

Runs comfortably

no data

25 / 96GB

85 / 88 / 84

FIT Runs comfortably

MEMORY 25/96GB

Gemma 4 26B A4B BF16

50.0GB 256k ctx

Runs comfortably

no data

50 / 96GB

85 / 88 / 84

FIT Runs comfortably

MEMORY 50/96GB

Qwen3.6 27B Q8_0

28.0GB 128k ctx

Runs comfortably

no data

28 / 96GB

85 / 87 / 82

FIT Runs comfortably

MEMORY 28/96GB

Qwen3.6 27B Q4_K_M

16.5GB 128k ctx

Runs comfortably

10 tok/s

ⓘ estimated

17 / 96GB

85 / 87 / 82

FIT Runs comfortably

SPEED 10 tok/s

ⓘ estimated

MEMORY 17/96GB

Qwen3 32B Q8_0

34.0GB 128k ctx

Runs comfortably

no data

34 / 96GB

80 / 82 / 78

FIT Runs comfortably

MEMORY 34/96GB

Qwen3 32B Q4_K_M

20.0GB 128k ctx

Runs comfortably

8 tok/s

ⓘ estimated

20 / 96GB

80 / 82 / 78

FIT Runs comfortably

SPEED 8 tok/s

ⓘ estimated

MEMORY 20/96GB

Qwen3 32B Q6_K

28.5GB 128k ctx

Runs comfortably

no data

29 / 96GB

80 / 82 / 78

FIT Runs comfortably

MEMORY 29/96GB

Qwen3 32B Q5_K_M

24.5GB 128k ctx

Runs comfortably

no data

25 / 96GB

80 / 82 / 78

FIT Runs comfortably

MEMORY 25/96GB

Ornith-1.5-9B BF16

18.4GB 262k ctx

Runs comfortably

9 tok/s

ⓘ estimated

18 / 96GB

78 / 76 / 74

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 18/96GB

Ornith-1.5-9B Q8_0

9.8GB 262k ctx

Runs comfortably

17 tok/s

ⓘ estimated

10 / 96GB

78 / 76 / 74

FIT Runs comfortably

SPEED 17 tok/s

ⓘ estimated

MEMORY 10/96GB

Ornith-1.5-9B Q6_K

7.6GB 262k ctx

Runs comfortably

22 tok/s

ⓘ estimated

8 / 96GB

78 / 76 / 74

FIT Runs comfortably

SPEED 22 tok/s

ⓘ estimated

MEMORY 8/96GB

Nemotron 3.5 Lightning FP16

60.0GB 1000k ctx

Runs comfortably

no data

60 / 96GB

78 / 76 / 74

FIT Runs comfortably

MEMORY 60/96GB

Nemotron 3.5 Lightning Q8_0

58.0GB 1000k ctx

Runs comfortably

no data

58 / 96GB

78 / 76 / 74

FIT Runs comfortably

MEMORY 58/96GB

Nemotron 3.5 Lightning Q4_K_M

32.0GB 1000k ctx

Runs comfortably

no data

32 / 96GB

78 / 76 / 74

FIT Runs comfortably

MEMORY 32/96GB

Ornith-1.5-9B Q5_K_M

6.6GB 262k ctx

Runs comfortably

25 tok/s

ⓘ estimated

7 / 96GB

78 / 76 / 74

FIT Runs comfortably

SPEED 25 tok/s

ⓘ estimated

MEMORY 7/96GB

Ornith-1.5-9B Q4_K_M

5.8GB 262k ctx

Runs comfortably

28 tok/s

ⓘ estimated

6 / 96GB

78 / 76 / 74

FIT Runs comfortably

SPEED 28 tok/s

ⓘ estimated

MEMORY 6/96GB

Qwen3 30B A3B Q8_0

31.0GB 128k ctx

Runs comfortably

no data

31 / 96GB

75 / 78 / 72

FIT Runs comfortably

MEMORY 31/96GB

Qwen3 30B A3B Q4_K_M

15.5GB 128k ctx

Runs comfortably

107 tok/s

ⓘ estimated

16 / 96GB

75 / 78 / 72

FIT Runs comfortably

SPEED 107 tok/s

ⓘ estimated

MEMORY 16/96GB

Phi-4 14B FP16

29.0GB 16k ctx

Runs comfortably

no data

29 / 96GB

75 / 78 / 70

FIT Runs comfortably

MEMORY 29/96GB

Phi-4 14B Q8_0

15.0GB 16k ctx

Runs comfortably

11 tok/s

ⓘ estimated

15 / 96GB

75 / 78 / 70

FIT Runs comfortably

SPEED 11 tok/s

ⓘ estimated

MEMORY 15/96GB

Phi-4 14B Q4_K_M

8.5GB 16k ctx

Runs comfortably

19 tok/s

ⓘ estimated

9 / 96GB

75 / 78 / 70

FIT Runs comfortably

SPEED 19 tok/s

ⓘ estimated

MEMORY 9/96GB

Xing4.0-29B-A4B Q4_K_M

20.1GB 256k ctx

Runs comfortably

59 tok/s

ⓘ estimated

20 / 96GB

75 / 73 / 72

FIT Runs comfortably

SPEED 59 tok/s

ⓘ estimated

MEMORY 20/96GB

Xing4.0-29B-A4B BF16

62.4GB 256k ctx

Runs comfortably

no data

62 / 96GB

75 / 73 / 72

FIT Runs comfortably

MEMORY 62/96GB

Llama 3.3 70B Instruct Q4_K_M

42.0GB 128k ctx

Runs comfortably

no data

42 / 96GB

72 / 77 / 80

FIT Runs comfortably

MEMORY 42/96GB

Llama 3.3 70B Instruct Q3_K_M

30.0GB 128k ctx

Runs comfortably

no data

30 / 96GB

72 / 77 / 80

FIT Runs comfortably

MEMORY 30/96GB

Llama 3.3 70B Instruct Q2_K

21.5GB 128k ctx

Runs comfortably

8 tok/s

ⓘ estimated

22 / 96GB

72 / 77 / 80

FIT Runs comfortably

SPEED 8 tok/s

ⓘ estimated

MEMORY 22/96GB

Llama 3.3 70B Instruct Q8_0

74.0GB 128k ctx

Runs comfortably

no data

74 / 96GB

72 / 77 / 80

FIT Runs comfortably

MEMORY 74/96GB

Qwen3 14B Q8_0

15.0GB 128k ctx

Runs comfortably

11 tok/s

ⓘ estimated

15 / 96GB

72 / 75 / 70

FIT Runs comfortably

SPEED 11 tok/s

ⓘ estimated

MEMORY 15/96GB

Qwen3 14B Q4_K_M

9.0GB 128k ctx

Runs comfortably

18 tok/s

ⓘ estimated

9 / 96GB

72 / 75 / 70

FIT Runs comfortably

SPEED 18 tok/s

ⓘ estimated

MEMORY 9/96GB

Gemma 4 12B Q8_0

13.0GB 128k ctx

Runs comfortably

13 tok/s

ⓘ estimated

13 / 96GB

70 / 74 / 72

FIT Runs comfortably

SPEED 13 tok/s

ⓘ estimated

MEMORY 13/96GB

Gemma 4 12B Q4_K_M

7.2GB 128k ctx

Runs comfortably

23 tok/s

ⓘ estimated

7 / 96GB

70 / 74 / 72

FIT Runs comfortably

SPEED 23 tok/s

ⓘ estimated

MEMORY 7/96GB

Gemma 3 27B Q8_0

28.0GB 128k ctx

Runs comfortably

no data

28 / 96GB

68 / 71 / 72

FIT Runs comfortably

MEMORY 28/96GB

Gemma 3 27B Q4_K_M

17.0GB 128k ctx

Runs comfortably

10 tok/s

ⓘ estimated

17 / 96GB

68 / 71 / 72

FIT Runs comfortably

SPEED 10 tok/s

ⓘ estimated

MEMORY 17/96GB

Qwen3 8B Q8_0

8.5GB 128k ctx

Runs comfortably

19 tok/s

ⓘ estimated

9 / 96GB

67 / 70 / 65

FIT Runs comfortably

SPEED 19 tok/s

ⓘ estimated

MEMORY 9/96GB

Qwen3 8B Q4_K_M

5.2GB 128k ctx

Runs comfortably

31 tok/s

ⓘ estimated

5 / 96GB

67 / 70 / 65

FIT Runs comfortably

SPEED 31 tok/s

ⓘ estimated

MEMORY 5/96GB

Mixtral 8x7B Instruct Q3_K_M

19.0GB 32k ctx

Runs comfortably

31 tok/s

ⓘ estimated

19 / 96GB

62 / 65 / 68

FIT Runs comfortably

SPEED 31 tok/s

ⓘ estimated

MEMORY 19/96GB

Mixtral 8x7B Instruct Q4_K_M

26.5GB 32k ctx

Runs comfortably

no data

27 / 96GB

62 / 65 / 68

FIT Runs comfortably

MEMORY 27/96GB

Gemma 3 12B Q8_0

13.5GB 128k ctx

Runs comfortably

12 tok/s

ⓘ estimated

14 / 96GB

62 / 65 / 68

FIT Runs comfortably

SPEED 12 tok/s

ⓘ estimated

MEMORY 14/96GB

Gemma 3 12B Q4_K_M

7.5GB 128k ctx

Runs comfortably

22 tok/s

ⓘ estimated

8 / 96GB

62 / 65 / 68

FIT Runs comfortably

SPEED 22 tok/s

ⓘ estimated

MEMORY 8/96GB

Mistral Nemo 12B Q8_0

13.2GB 128k ctx

Runs comfortably

12 tok/s

ⓘ estimated

13 / 96GB

58 / 60 / 62

FIT Runs comfortably

SPEED 12 tok/s

ⓘ estimated

MEMORY 13/96GB

Mistral Nemo 12B Q4_K_M

7.3GB 128k ctx

Runs comfortably

22 tok/s

ⓘ estimated

7 / 96GB

58 / 60 / 62

FIT Runs comfortably

SPEED 22 tok/s

ⓘ estimated

MEMORY 7/96GB

Qwen3 4B Q4_K_M

2.6GB 32k ctx

Runs comfortably

63 tok/s

ⓘ estimated

3 / 96GB

58 / 60 / 56

FIT Runs comfortably

SPEED 63 tok/s

ⓘ estimated

MEMORY 3/96GB

Phi-4 Mini Q8_0

4.1GB 128k ctx

Runs comfortably

40 tok/s

ⓘ estimated

4 / 96GB

55 / 58 / 52

FIT Runs comfortably

SPEED 40 tok/s

ⓘ estimated

MEMORY 4/96GB

Phi-4 Mini Q4_K_M

2.5GB 128k ctx

Runs comfortably

66 tok/s

ⓘ estimated

3 / 96GB

55 / 58 / 52

FIT Runs comfortably

SPEED 66 tok/s

ⓘ estimated

MEMORY 3/96GB

Llama 3.1 8B Instruct Q4_K_M

4.5GB 128k ctx

Runs comfortably

36 tok/s

ⓘ estimated

5 / 96GB

52 / 55 / 62

FIT Runs comfortably

SPEED 36 tok/s

ⓘ estimated

MEMORY 5/96GB

Llama 3.1 8B Instruct Q8_0

8.0GB 128k ctx

Runs comfortably

20 tok/s

ⓘ estimated

8 / 96GB

52 / 55 / 62

FIT Runs comfortably

SPEED 20 tok/s

ⓘ estimated

MEMORY 8/96GB

Llama 3.1 8B Instruct FP16

16.0GB 128k ctx

Runs comfortably

10 tok/s

ⓘ estimated

16 / 96GB

52 / 55 / 62

FIT Runs comfortably

SPEED 10 tok/s

ⓘ estimated

MEMORY 16/96GB

Gemma 3 4B Q4_K_M

3.0GB 128k ctx

Runs comfortably

55 tok/s

ⓘ estimated

3 / 96GB

42 / 45 / 55

FIT Runs comfortably

SPEED 55 tok/s

ⓘ estimated

MEMORY 3/96GB

Gemma 3 4B Q8_0

5.0GB 128k ctx

Runs comfortably

33 tok/s

ⓘ estimated

5 / 96GB

42 / 45 / 55

FIT Runs comfortably

SPEED 33 tok/s

ⓘ estimated

MEMORY 5/96GB

Llama 3.2 3B Instruct Q8_0

3.5GB 128k ctx

Runs comfortably

47 tok/s

ⓘ estimated

4 / 96GB

35 / 38 / 50

FIT Runs comfortably

SPEED 47 tok/s

ⓘ estimated

MEMORY 4/96GB

Llama 3.2 3B Instruct Q4_K_M

2.0GB 128k ctx

Runs comfortably

82 tok/s

ⓘ estimated

2 / 96GB

35 / 38 / 50

FIT Runs comfortably

SPEED 82 tok/s

ⓘ estimated

MEMORY 2/96GB

Muse Glimmer 30B Q4_K_M

18.0GB 128k ctx

Runs comfortably

9 tok/s

ⓘ estimated

18 / 96GB

FIT Runs comfortably

SPEED 9 tok/s

ⓘ estimated

MEMORY 18/96GB

Muse Glimmer 30B Q8_0

33.0GB 128k ctx

Runs comfortably

no data

33 / 96GB

FIT Runs comfortably

MEMORY 33/96GB

Runs tight

Muse Glimmer 30B FP16

60.0GB 0k cap

Runs tight

no data

60 / 96GB

FIT Runs tight

MEMORY 60/96GB

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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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