Models
21
Total benchmark cost
$94.95
Total Guesser cost
$45.32
Answer-checking share
52%

Guesser cost

Guesser cost across the run.

Each bar is the provider-reported cost of all Guesser calls in the run. It excludes answer-checking costs and earlier attempts of rounds rerun after a test system failure.

Guesser cost · lower is betterSelect a model row to view its results
  1. 1. GLM-5.3-Flash (high): $0.05. View results for GLM-5.3-Flash (high)
  2. 2. GPT-6 Luna (high): $0.09. View results for GPT-6 Luna (high)
  3. 3. Claude Haiku 5.5 (high): $0.14. View results for Claude Haiku 5.5 (high)
  4. 4. Muse Spark 1.3 Contributor (high): $0.15. View results for Muse Spark 1.3 Contributor (high)
  5. 5. GPT-5.6 Luna (high): $0.19. View results for GPT-5.6 Luna (high)
  6. 6. MiniMax M3 (high): $0.30. View results for MiniMax M3 (high)
  7. 7. GPT-6.1 Sol (high): $1.13. View results for GPT-6.1 Sol (high)
  8. 8. GPT-6 Sol (high): $1.19. View results for GPT-6 Sol (high)
  9. 9. Grok 4.7 (high): $1.30. View results for Grok 4.7 (high)
  10. 10. Claude Sonnet 5.5 (high): $1.38. View results for Claude Sonnet 5.5 (high)
  11. 11. Gemini 3.7 Flash (high): $1.58. View results for Gemini 3.7 Flash (high)
  12. 12. GPT-5.6 Sol (high): $1.67. View results for GPT-5.6 Sol (high)
  13. 13. gpt-oss-120B (high): $2.04. View results for gpt-oss-120B (high)
  14. 14. Claude Opus 5.5 (high): $2.25. View results for Claude Opus 5.5 (high)
  15. 15. Gemini 3.8 Flash (high): $2.62. View results for Gemini 3.8 Flash (high)
  16. 16. Claude Opus 5 (high): $2.80. View results for Claude Opus 5 (high)
  17. 17. Gemini 4 Argon (high): $3.94. View results for Gemini 4 Argon (high)
  18. 18. Grok 4.6 (high): $4.10. View results for Grok 4.6 (high)
  19. 19. Muse Wonder (high): $4.82. View results for Muse Wonder (high)
  20. 20. GPT-6 Astra (high): $5.27. View results for GPT-6 Astra (high)
  21. 21. Claude Fable 5.1 (high): $8.31. View results for Claude Fable 5.1 (high)

Total benchmark cost

Where the total cost came from.

Bar length shows the total benchmark cost. Colors separate the Guesser, the Oracle, and the other answer checks (Reviewer, Judge, and Validator). Open the exact breakdown to compare those three.

Total benchmark cost by component
  • Guesser
  • Oracle
  • Other answer checks

Select a model row to view its results.

Exact answer-checking costs
Exact answer-checking costs by model
ModelReviewerJudgeValidator
Muse Spark 1.3 Contributor (high)$0.64$0.48$0.01
GPT-6 Luna (high)$0.68$0.59$0.01
Claude Haiku 5.5 (high)$0.67$0.50$0.01
GPT-6.1 Sol (high)$0.44$0.47$0.01
GLM-5.3-Flash (high)$0.69$0.58$0.01
GPT-6 Sol (high)$0.55$0.58$0.01
GPT-5.6 Luna (high)$0.83$0.75$0.01
Claude Sonnet 5.5 (high)$0.55$0.53$0.01
Gemini 3.7 Flash (high)$0.60$0.42$0.01
Claude Opus 5.5 (high)$0.41$0.37$0.01
Grok 4.7 (high)$0.62$0.87$0.00
GPT-5.6 Sol (high)$0.67$0.54$0.01
MiniMax M3 (high)$0.86$1.13$0.02
Gemini 3.8 Flash (high)$0.55$0.25$0.01
gpt-oss-120B (high)$0.66$0.38$0.01
Gemini 4 Argon (high)$0.41$0.26$0.01
Claude Opus 5 (high)$0.60$0.72$0.01
Grok 4.6 (high)$0.65$0.47$0.01
GPT-6 Astra (high)$0.36$0.30$0.01
Muse Wonder (high)$0.56$0.70$0.01
Claude Fable 5.1 (high)$0.51$0.36$0.01
  1. Muse Spark 1.3 Contributor (high): $2.60. Guesser $0.15. Oracle $1.32. Other answer checks $1.13. Reviewer $0.64. Judge $0.48. Validator $0.01. View results for Muse Spark 1.3 Contributor (high)
  2. GPT-6 Luna (high): $2.63. Guesser $0.09. Oracle $1.26. Other answer checks $1.28. Reviewer $0.68. Judge $0.59. Validator $0.01. View results for GPT-6 Luna (high)
  3. Claude Haiku 5.5 (high): $2.77. Guesser $0.14. Oracle $1.46. Other answer checks $1.18. Reviewer $0.67. Judge $0.50. Validator $0.01. View results for Claude Haiku 5.5 (high)
  4. GPT-6.1 Sol (high): $2.87. Guesser $1.13. Oracle $0.83. Other answer checks $0.92. Reviewer $0.44. Judge $0.47. Validator $0.01. View results for GPT-6.1 Sol (high)
  5. GLM-5.3-Flash (high): $2.88. Guesser $0.05. Oracle $1.55. Other answer checks $1.28. Reviewer $0.69. Judge $0.58. Validator $0.01. View results for GLM-5.3-Flash (high)
  6. GPT-6 Sol (high): $3.35. Guesser $1.19. Oracle $1.02. Other answer checks $1.13. Reviewer $0.55. Judge $0.58. Validator $0.01. View results for GPT-6 Sol (high)
  7. GPT-5.6 Luna (high): $3.38. Guesser $0.19. Oracle $1.61. Other answer checks $1.59. Reviewer $0.83. Judge $0.75. Validator $0.01. View results for GPT-5.6 Luna (high)
  8. Claude Sonnet 5.5 (high): $3.48. Guesser $1.38. Oracle $1.01. Other answer checks $1.09. Reviewer $0.55. Judge $0.53. Validator $0.01. View results for Claude Sonnet 5.5 (high)
  9. Gemini 3.7 Flash (high): $3.80. Guesser $1.58. Oracle $1.19. Other answer checks $1.03. Reviewer $0.60. Judge $0.42. Validator $0.01. View results for Gemini 3.7 Flash (high)
  10. Claude Opus 5.5 (high): $3.84. Guesser $2.25. Oracle $0.80. Other answer checks $0.79. Reviewer $0.41. Judge $0.37. Validator $0.01. View results for Claude Opus 5.5 (high)
  11. Grok 4.7 (high): $4.09. Guesser $1.30. Oracle $1.30. Other answer checks $1.49. Reviewer $0.62. Judge $0.87. Validator $0.00. View results for Grok 4.7 (high)
  12. GPT-5.6 Sol (high): $4.27. Guesser $1.67. Oracle $1.37. Other answer checks $1.22. Reviewer $0.67. Judge $0.54. Validator $0.01. View results for GPT-5.6 Sol (high)
  13. MiniMax M3 (high): $4.35. Guesser $0.30. Oracle $2.04. Other answer checks $2.01. Reviewer $0.86. Judge $1.13. Validator $0.02. View results for MiniMax M3 (high)
  14. Gemini 3.8 Flash (high): $4.52. Guesser $2.62. Oracle $1.09. Other answer checks $0.80. Reviewer $0.55. Judge $0.25. Validator $0.01. View results for Gemini 3.8 Flash (high)
  15. gpt-oss-120B (high): $4.57. Guesser $2.04. Oracle $1.48. Other answer checks $1.05. Reviewer $0.66. Judge $0.38. Validator $0.01. View results for gpt-oss-120B (high)
  16. Gemini 4 Argon (high): $5.34. Guesser $3.94. Oracle $0.73. Other answer checks $0.68. Reviewer $0.41. Judge $0.26. Validator $0.01. View results for Gemini 4 Argon (high)
  17. Claude Opus 5 (high): $5.55. Guesser $2.80. Oracle $1.43. Other answer checks $1.32. Reviewer $0.60. Judge $0.72. Validator $0.01. View results for Claude Opus 5 (high)
  18. Grok 4.6 (high): $6.56. Guesser $4.10. Oracle $1.34. Other answer checks $1.12. Reviewer $0.65. Judge $0.47. Validator $0.01. View results for Grok 4.6 (high)
  19. GPT-6 Astra (high): $6.68. Guesser $5.27. Oracle $0.75. Other answer checks $0.67. Reviewer $0.36. Judge $0.30. Validator $0.01. View results for GPT-6 Astra (high)
  20. Muse Wonder (high): $7.18. Guesser $4.82. Oracle $1.10. Other answer checks $1.27. Reviewer $0.56. Judge $0.70. Validator $0.01. View results for Muse Wonder (high)
  21. Claude Fable 5.1 (high): $10.22. Guesser $8.31. Oracle $1.03. Other answer checks $0.88. Reviewer $0.51. Judge $0.36. Validator $0.01. View results for Claude Fable 5.1 (high)
Cost comparison
Benchmark cost rank
Rank 1Muse Spark 1.3 Contributor (high)M-0026$0.0049$0.0865$0.081694%
$2.60 Rerun cost (excluded): $0.02
Rank 2GPT-6 Luna (high)M-0028$0.0031$0.0877$0.084696%
$2.63
Rank 3Claude Haiku 5.5 (high)M-0035$0.0046$0.0925$0.087995%
$2.77 Rerun cost (excluded): $0.20
Rank 4GPT-6.1 Sol (high)M-0031$0.0376$0.0957$0.058161%
$2.87 Rerun cost (excluded): $0.54
Rank 5GLM-5.3-Flash (high)M-0023$0.0016$0.0959$0.094498%
$2.88 Rerun cost (excluded): $0.02
Rank 6GPT-6 Sol (high)M-0029$0.0398$0.1116$0.071864%
$3.35
Rank 7GPT-5.6 Luna (high)M-0001$0.0063$0.1128$0.106594%
$3.38 Rerun cost (excluded): $0.03
Rank 8Claude Sonnet 5.5 (high)M-0032$0.0460$0.1160$0.070160%
$3.48 Rerun cost (excluded): $0.37
Rank 9Gemini 3.7 Flash (high)M-0016$0.0525$0.1267$0.074259%
$3.80
Rank 10Claude Opus 5.5 (high)M-0030$0.0751$0.1281$0.053141%
$3.84 Rerun cost (excluded): $0.11
Rank 11Grok 4.7 (high)M-0027$0.0432$0.1364$0.093268%
$4.09 Rerun cost (excluded): $0.11
Rank 12GPT-5.6 Sol (high)M-0010$0.0557$0.1423$0.086561%
$4.27 Rerun cost (excluded): $0.11
Rank 13MiniMax M3 (high)M-0024$0.0100$0.1450$0.135093%
$4.35 Rerun cost (excluded): $0.18
Rank 14Gemini 3.8 Flash (high)M-0021$0.0875$0.1505$0.063042%
$4.52 Rerun cost (excluded): $0.03
Rank 15gpt-oss-120B (high)M-0002$0.0682$0.1523$0.084255%
$4.57 Rerun cost (excluded): $0.49
Rank 16Gemini 4 Argon (high)M-0034$0.1314$0.1782$0.046826%
$5.34 Rerun cost (excluded): $0.20
Rank 17Claude Opus 5 (high)M-0006$0.0934$0.1852$0.091750%
$5.55 Rerun cost (excluded): $0.76
Rank 18Grok 4.6 (high)M-0015$0.1367$0.2187$0.082138%
$6.56 Rerun cost (excluded): $0.53
Rank 19GPT-6 Astra (high)M-0022$0.1756$0.2228$0.047221%
$6.68 Rerun cost (excluded): $0.17
Rank 20Muse Wonder (high)M-0033$0.1605$0.2394$0.078933%
$7.18 Rerun cost (excluded): $0.07
Rank 21Claude Fable 5.1 (high)M-0020$0.2772$0.3408$0.063719%
$10.22 Rerun cost (excluded): $1.54
Rank 1Muse Spark 1.3 Contributor (high)meta$0.0049Guesser cost / round
Benchmark cost / round
$0.0865
Benchmark run cost
$2.60
Rerun cost (excluded)
$0.02
Open model results.
Rank 2GPT-6 Luna (high)openai$0.0031Guesser cost / round
Benchmark cost / round
$0.0877
Benchmark run cost
$2.63
Open model results.
Rank 3Claude Haiku 5.5 (high)anthropic$0.0046Guesser cost / round
Benchmark cost / round
$0.0925
Benchmark run cost
$2.77
Rerun cost (excluded)
$0.20
Open model results.
Rank 4GPT-6.1 Sol (high)openai$0.0376Guesser cost / round
Benchmark cost / round
$0.0957
Benchmark run cost
$2.87
Rerun cost (excluded)
$0.54
Open model results.
Rank 5GLM-5.3-Flash (high)z-ai$0.0016Guesser cost / round
Benchmark cost / round
$0.0959
Benchmark run cost
$2.88
Rerun cost (excluded)
$0.02
Open model results.
Rank 6GPT-6 Sol (high)openai$0.0398Guesser cost / round
Benchmark cost / round
$0.1116
Benchmark run cost
$3.35
Open model results.
Rank 7GPT-5.6 Luna (high)openai$0.0063Guesser cost / round
Benchmark cost / round
$0.1128
Benchmark run cost
$3.38
Rerun cost (excluded)
$0.03
Open model results.
Rank 8Claude Sonnet 5.5 (high)anthropic$0.0460Guesser cost / round
Benchmark cost / round
$0.1160
Benchmark run cost
$3.48
Rerun cost (excluded)
$0.37
Open model results.
Rank 9Gemini 3.7 Flash (high)google-ai-studio$0.0525Guesser cost / round
Benchmark cost / round
$0.1267
Benchmark run cost
$3.80
Open model results.
Rank 10Claude Opus 5.5 (high)anthropic$0.0751Guesser cost / round
Benchmark cost / round
$0.1281
Benchmark run cost
$3.84
Rerun cost (excluded)
$0.11
Open model results.
Rank 11Grok 4.7 (high)xai$0.0432Guesser cost / round
Benchmark cost / round
$0.1364
Benchmark run cost
$4.09
Rerun cost (excluded)
$0.11
Open model results.
Rank 12GPT-5.6 Sol (high)openai$0.0557Guesser cost / round
Benchmark cost / round
$0.1423
Benchmark run cost
$4.27
Rerun cost (excluded)
$0.11
Open model results.
Rank 13MiniMax M3 (high)coreweave$0.0100Guesser cost / round
Benchmark cost / round
$0.1450
Benchmark run cost
$4.35
Rerun cost (excluded)
$0.18
Open model results.
Rank 14Gemini 3.8 Flash (high)google-ai-studio$0.0875Guesser cost / round
Benchmark cost / round
$0.1505
Benchmark run cost
$4.52
Rerun cost (excluded)
$0.03
Open model results.
Rank 15gpt-oss-120B (high)cerebras$0.0682Guesser cost / round
Benchmark cost / round
$0.1523
Benchmark run cost
$4.57
Rerun cost (excluded)
$0.49
Open model results.
Rank 16Gemini 4 Argon (high)google-vertex$0.1314Guesser cost / round
Benchmark cost / round
$0.1782
Benchmark run cost
$5.34
Rerun cost (excluded)
$0.20
Open model results.
Rank 17Claude Opus 5 (high)anthropic$0.0934Guesser cost / round
Benchmark cost / round
$0.1852
Benchmark run cost
$5.55
Rerun cost (excluded)
$0.76
Open model results.
Rank 18Grok 4.6 (high)xai$0.1367Guesser cost / round
Benchmark cost / round
$0.2187
Benchmark run cost
$6.56
Rerun cost (excluded)
$0.53
Open model results.
Rank 19GPT-6 Astra (high)openai$0.1756Guesser cost / round
Benchmark cost / round
$0.2228
Benchmark run cost
$6.68
Rerun cost (excluded)
$0.17
Open model results.
Rank 20Muse Wonder (high)meta$0.1605Guesser cost / round
Benchmark cost / round
$0.2394
Benchmark run cost
$7.18
Rerun cost (excluded)
$0.07
Open model results.
Rank 21Claude Fable 5.1 (high)anthropic$0.2772Guesser cost / round
Benchmark cost / round
$0.3408
Benchmark run cost
$10.22
Rerun cost (excluded)
$1.54
Open model results.

Costs are as reported by the providers for the selected official runs. Earlier attempts of rounds rerun after a test system failure are excluded. A missing provider price can affect the comparison.