This leaderboard presents the top 100 Large Language Models (LLMs) ranked by their Relative Quality Score. Unlike single-source lists, this ranking utilizes a unified, synthetic aggregation model to deliver a comprehensive and unbiased picture of current AI capabilities.

The ranking includes only those AI models that have been evaluated by at least two widely recognized independent benchmarking sources. Each model’s overall score is calculated as a balanced composite across four key domains:

  • Coding — measuring programming ability, syntax accuracy, and algorithmic logic;
  • Math — testing quantitative problem-solving;
  • Reasoning — assessing logical thinking and multi-step deduction;
  • Instruction Following — evaluating how well the model follows custom constraints and user instructions.

Clicking on any model expands details across all four sub-aspects.

Last updated: June 17, 2026
Rank Model Name Relative Quality Score
1
Overall Quality 98.70%

98.70
Coding
100.00%

Math
95.55%

Reasoning
95.52%

Instr. Following
100.00%

2
Overall Quality 92.67%

92.67
Coding
92.83%

Math
92.58%

Reasoning
90.19%

Instr. Following
92.67%

3
Overall Quality 91.99%

91.99
Coding
90.66%

Math
93.88%

Reasoning
88.88%

Instr. Following
93.44%

4
Overall Quality 91.39%

91.39
Coding
94.42%

Math
92.78%

Reasoning
92.06%

Instr. Following
88.94%

5
Overall Quality 90.91%

90.91
Coding
90.84%

Math
92.34%

Reasoning
85.72%

Instr. Following
92.44%

6
Overall Quality 90.00%

90.00
Coding
90.00%

Math
92.87%

Reasoning
84.94%

Instr. Following
93.41%

7
Overall Quality 89.81%

89.81
Coding
93.87%

Math
93.06%

Reasoning
85.78%

Instr. Following
88.36%

8
Overall Quality 88.48%

88.48
Coding
90.75%

Math
87.20%

Reasoning
85.69%

Instr. Following
90.14%

9
Overall Quality 88.27%

88.27
Coding
86.86%

Math
90.00%

Reasoning
85.55%

Instr. Following
90.72%

10
Overall Quality 87.48%

87.48
Coding
91.26%

Math
94.31%

Reasoning
83.60%

Instr. Following
86.98%

11
Overall Quality 87.26%

87.26
Coding
86.90%

Math
89.38%

Reasoning
82.44%

Instr. Following
90.03%

12
Overall Quality 87.20%

87.20
Coding
86.83%

Math
89.00%

Reasoning
81.37%

Instr. Following
90.99%

13
Overall Quality 86.63%

86.63
Coding
85.94%

Math
90.38%

Reasoning
82.04%

Instr. Following
89.46%

14
Overall Quality 86.32%

86.32
Coding
87.57%

Math
93.46%

Reasoning
73.95%

Instr. Following
89.65%

15
Overall Quality 86.12%

86.12
Coding
85.27%

Math
91.29%

Reasoning
81.57%

Instr. Following
90.84%

16
Overall Quality 85.75%

85.75
Coding
85.13%

Math
89.67%

Reasoning
79.92%

Instr. Following
89.56%

17
Overall Quality 85.23%

85.23
Coding
85.37%

Math
76.89%

Reasoning
82.47%

Instr. Following
91.95%

18
Overall Quality 84.57%

84.57
Coding
82.54%

Math
89.00%

Reasoning
78.14%

Instr. Following
91.22%

19
Overall Quality 84.57%

84.57
Coding
86.82%

Math
81.15%

Reasoning
68.11%

Instr. Following
93.67%

20
Overall Quality 84.43%

84.43
Coding
86.72%

Math
86.79%

Reasoning
74.15%

Instr. Following
91.53%

21
Overall Quality 83.86%

83.86
Coding
82.38%

Math
63.64%

Reasoning
82.64%

Instr. Following
88.73%

22
Overall Quality 83.65%

83.65
Coding
83.96%

Math
84.21%

Reasoning
73.97%

Instr. Following
88.28%

23
Overall Quality 83.31%

83.31
Coding
87.75%

Math
86.46%

Reasoning
75.01%

Instr. Following
85.64%

24
Overall Quality 83.03%

83.03
Coding
86.34%

Math
80.43%

Reasoning
66.14%

Instr. Following
91.46%

25
Overall Quality 82.84%

82.84
Coding
85.90%

Math
81.91%

Reasoning
75.22%

Instr. Following
82.43%

26
Overall Quality 82.51%

82.51
Coding
80.63%

Math
86.56%

Reasoning
77.22%

Instr. Following
88.54%

27
Overall Quality 82.39%

82.39
Coding
87.13%

Math
85.79%

Reasoning
74.37%

Instr. Following
84.65%

28
Overall Quality 81.80%

81.80
Coding
76.16%

Math
83.49%

Reasoning
79.28%

Instr. Following
92.96%

29
Overall Quality 81.67%

81.67
Coding
82.49%

Math
86.70%

Reasoning
72.82%

Instr. Following
87.31%

30
Overall Quality 81.51%

81.51
Coding
83.83%

Math
84.26%

Reasoning
66.83%

Instr. Following
89.57%

31
Overall Quality 81.34%

81.34
Coding
81.32%

Math
87.56%

Reasoning
74.10%

Instr. Following
85.66%

32
Overall Quality 81.13%

81.13
Coding
84.52%

Math
78.23%

Reasoning
63.68%

Instr. Following
90.64%

33
Overall Quality 81.08%

81.08
Coding
82.60%

Math
87.72%

Reasoning
71.43%

Instr. Following
87.42%

34
Overall Quality 80.89%

80.89
Coding
79.91%

Math
85.12%

Reasoning
73.08%

Instr. Following
88.88%

35
Overall Quality 80.80%

80.80
Coding
80.66%

Math
85.98%

Reasoning
72.42%

Instr. Following
87.84%

36
Overall Quality 80.65%

80.65
Coding
81.82%

Math
89.63%

Reasoning
74.33%

Instr. Following
85.81%

37
Overall Quality 80.57%

80.57
Coding
81.21%

Math
83.73%

Reasoning
72.67%

Instr. Following
84.51%

38
Overall Quality 79.54%

79.54
Coding
81.84%

Math
89.00%

Reasoning
70.14%

Instr. Following
83.35%

39
Overall Quality 77.64%

77.64
Coding
77.86%

Math
78.90%

Reasoning
69.18%

Instr. Following
84.28%

40
Overall Quality 77.40%

77.40
Coding
82.23%

Math
76.99%

Reasoning
58.86%

Instr. Following
78.49%

41
Overall Quality 77.26%

77.26
Coding
80.93%

Math
73.92%

Reasoning
59.98%

Instr. Following
88.01%

42
Overall Quality 76.60%

76.60
Coding
76.29%

Math
82.68%

Reasoning
68.84%

Instr. Following
83.43%

43
Overall Quality 76.32%

76.32
Coding
79.15%

Math
81.05%

Reasoning
58.89%

Instr. Following
86.39%

44
Overall Quality 76.22%

76.22
Coding
77.69%

Math
88.20%

Reasoning
67.34%

Instr. Following
82.32%

45
Overall Quality 76.15%

76.15
Coding
74.12%

Math
82.15%

Reasoning
67.28%

Instr. Following
84.40%

46
Overall Quality 76.03%

76.03
Coding
76.73%

Math
80.86%

Reasoning
68.02%

Instr. Following
79.60%

47
Overall Quality 75.94%

75.94
Coding
76.95%

Math
78.09%

Reasoning
60.83%

Instr. Following
84.94%

48
Overall Quality 75.89%

75.89
Coding
76.13%

Math
60.05%

Reasoning
75.87%

Instr. Following
71.83%

49
Overall Quality 74.75%

74.75
Coding
72.09%

Math
81.91%

Reasoning
66.30%

Instr. Following
83.71%

50
Overall Quality 74.53%

74.53
Coding
76.75%

Math
80.72%

Reasoning
65.63%

Instr. Following
79.67%

51
Overall Quality 74.16%

74.16
Coding
73.86%

Math
81.67%

Reasoning
68.67%

Instr. Following
78.41%

52
Overall Quality 74.01%

74.01
Coding
77.09%

Math
77.08%

Reasoning
60.87%

Instr. Following
78.98%

53
Overall Quality 73.74%

73.74
Coding
72.76%

Math
77.32%

Reasoning
62.28%

Instr. Following
84.58%

54
Overall Quality 73.71%

73.71
Coding
78.99%

Math
82.46%

Reasoning
54.53%

Instr. Following
77.98%

55
Overall Quality 73.59%

73.59
Coding
73.17%

Math
79.19%

Reasoning
62.50%

Instr. Following
81.71%

56
Overall Quality 73.52%

73.52
Coding
77.86%

Math
69.86%

Reasoning
54.37%

Instr. Following
83.25%

57
Overall Quality 73.48%

73.48
Coding
73.23%

Math
81.00%

Reasoning
69.20%

Instr. Following
73.95%

58
Overall Quality 73.30%

73.30
Coding
77.81%

Math
75.17%

Reasoning
54.76%

Instr. Following
83.05%

59
Overall Quality 73.09%

73.09
Coding
76.03%

Math
74.35%

Reasoning
58.59%

Instr. Following
79.06%

60
Overall Quality 72.59%

72.59
Coding
72.05%

Math
75.55%

Reasoning
64.73%

Instr. Following
79.45%

61
Overall Quality 71.35%

71.35
Coding
73.09%

Math
74.78%

Reasoning
52.35%

Instr. Following
83.42%

62
Overall Quality 71.11%

71.11
Coding
68.08%

Math
77.42%

Reasoning
63.35%

Instr. Following
80.95%

63
Overall Quality 71.03%

71.03
Coding
74.19%

Math
77.67%

Reasoning
50.78%

Instr. Following
78.33%

64
Overall Quality 70.89%

70.89
Coding
61.71%

Math

Reasoning
67.13%

Instr. Following
87.32%

65
Overall Quality 70.86%

70.86
Coding
71.16%

Math
75.26%

Reasoning
63.93%

Instr. Following
76.68%

66
Overall Quality 70.83%

70.83
Coding
79.84%

Math
81.96%

Reasoning
59.15%

Instr. Following
71.91%

67
Overall Quality 70.65%

70.65
Coding
72.56%

Math
78.61%

Reasoning
62.70%

Instr. Following
73.15%

68
Overall Quality 70.53%

70.53
Coding
71.66%

Math
77.94%

Reasoning
61.69%

Instr. Following
76.78%

69
Overall Quality 70.37%

70.37
Coding
60.36%

Math
65.43%

Reasoning
61.61%

Instr. Following
88.73%

70
Overall Quality 70.36%

70.36
Coding
64.23%

Math
75.72%

Reasoning
66.84%

Instr. Following
78.87%

71
Overall Quality 70.21%

70.21
Coding
73.97%

Math
77.94%

Reasoning
56.72%

Instr. Following
76.25%

72
Overall Quality 69.62%

69.62
Coding
59.10%

Math
80.02%

Reasoning
69.05%

Instr. Following
73.24%

73
Overall Quality 69.35%

69.35
Coding
74.83%

Math
76.94%

Reasoning
51.68%

Instr. Following
76.75%

74
Overall Quality 69.24%

69.24
Coding
67.21%

Math
77.32%

Reasoning
57.95%

Instr. Following
76.96%

75
Overall Quality 68.38%

68.38
Coding
73.63%

Math
78.79%

Reasoning
52.15%

Instr. Following
71.81%

76
Overall Quality 68.22%

68.22
Coding
68.75%

Math
72.58%

Reasoning
56.25%

Instr. Following
72.13%

77
Overall Quality 67.21%

67.21
Coding
71.43%

Math
77.42%

Reasoning
56.37%

Instr. Following
71.37%

78
Overall Quality 66.10%

66.10
Coding
58.75%

Math
72.01%

Reasoning
64.21%

Instr. Following
73.24%

79
Overall Quality 65.93%

65.93
Coding
67.73%

Math
67.61%

Reasoning
47.65%

Instr. Following
72.74%

80
Overall Quality 65.82%

65.82
Coding
65.02%

Math
67.18%

Reasoning
54.00%

Instr. Following
74.89%

81
Overall Quality 65.70%

65.70
Coding
68.12%

Math
67.46%

Reasoning
58.30%

Instr. Following
69.29%

82
Overall Quality 65.65%

65.65
Coding
69.64%

Math
76.79%

Reasoning
54.17%

Instr. Following
70.65%

83
Overall Quality 65.11%

65.11
Coding
69.90%

Math
71.72%

Reasoning
52.02%

Instr. Following
70.99%

84
Overall Quality 65.05%

65.05
Coding
69.71%

Math
67.75%

Reasoning
50.51%

Instr. Following
72.91%

85
Overall Quality 64.99%

64.99
Coding
63.12%

Math
73.54%

Reasoning
46.71%

Instr. Following
81.86%

86
Overall Quality 64.76%

64.76
Coding
68.25%

Math
76.17%

Reasoning
55.54%

Instr. Following
68.04%

87
Overall Quality 64.73%

64.73
Coding
65.49%

Math
63.28%

Reasoning
53.84%

Instr. Following
72.09%

88
Overall Quality 64.58%

64.58
Coding
73.67%

Math
75.60%

Reasoning
33.01%

Instr. Following
73.73%

89
Overall Quality 64.49%

64.49
Coding
64.91%

Math
70.57%

Reasoning
51.66%

Instr. Following
73.68%

90
Overall Quality 64.28%

64.28
Coding
63.42%

Math
76.12%

Reasoning
51.53%

Instr. Following
74.84%

91
Overall Quality 63.49%

63.49
Coding
66.60%

Math
69.76%

Reasoning
48.82%

Instr. Following
68.09%

92
Overall Quality 63.45%

63.45
Coding
62.86%

Math

Reasoning
48.45%

Instr. Following
69.01%

93
Overall Quality 63.41%

63.41
Coding
61.43%

Math
74.16%

Reasoning
49.47%

Instr. Following
73.24%

94
Overall Quality 63.19%

63.19
Coding
72.48%

Math
67.08%

Reasoning
37.97%

Instr. Following
76.19%

95
Overall Quality 61.73%

61.73
Coding
68.91%

Math
69.14%

Reasoning
48.41%

Instr. Following
69.91%

96
Overall Quality 61.58%

61.58
Coding
45.95%

Math
52.99%

Reasoning
51.78%

Instr. Following
87.32%

97
Overall Quality 61.39%

61.39
Coding
68.06%

Math
78.63%

Reasoning
49.86%

Instr. Following
57.80%

98
Overall Quality 60.97%

60.97
Coding
75.10%

Math
67.08%

Reasoning
34.46%

Instr. Following
67.15%

99
Overall Quality 60.15%

60.15
Coding
63.57%

Math
69.62%

Reasoning
42.76%

Instr. Following
71.62%

100
Overall Quality 59.77%

59.77
Coding
65.02%

Math
72.15%

Reasoning
47.71%

Instr. Following
63.28%