Claude Sonnet 5.5 vs Wonder: Benchmark Comparison

Claude Sonnet 5.5 has the higher score on 15 of 20 shared benchmarks; Wonder leads on 5.

The largest observed score gap is 24.29 pts on Terminal-Bench-Science , where Claude Sonnet 5.5 leads.

Reported ±1 standard-error ranges overlap on 4 of 20 shared benchmarks with comparable uncertainty data. This is not a pairwise statistical significance test.

Shared benchmark results

Scores and reported standard errors come from the latest visible Vals benchmark version available for both models.

Benchmark Claude Sonnet 5.5 Wonder Gap Reported uncertainty
Vals Finance Index 64.53% ±1.48 61.23% ±1.46 3.31 pts Reported ±1 SE ranges do not overlap
Vals Index 70.85% ±0.93 64.88% ±1.07 5.98 pts Reported ±1 SE ranges do not overlap
Vals Legal Index 68.02% ±1.81 75.26% ±1.83 7.24 pts Reported ±1 SE ranges do not overlap
Vals Science Index 59.12% ±2.31 39.12% ±1.96 19.99 pts Reported ±1 SE ranges do not overlap
HLAB-Vals-1.1 10.42% ±2.57 23.75% ±3.65 13.33 pts Reported ±1 SE ranges do not overlap
Legal Research Bench 48.08% ±3.47 50.48% ±3.48 2.40 pts Reported ±1 SE ranges overlap
EMB v1.1 75.90% ±2.47 72.50% ±2.41 3.40 pts Reported ±1 SE ranges overlap
Finance Agent v2.1 67.28% ±2.02 65.55% ±2.03 1.73 pts Reported ±1 SE ranges overlap
Tax Agent Bench 41.96% ±3.56 36.27% ±3.47 5.69 pts Reported ±1 SE ranges overlap
ProofBench v1.1 100.00% ±0.00 84.00% ±3.69 16.00 pts Reported ±1 SE ranges do not overlap
BioMysteryBench 81.11% ±0.64 67.04% ±0.37 14.07 pts Reported ±1 SE ranges do not overlap
MysteryMechanism 49.10% ±3.36 27.48% ±3.00 21.62 pts Reported ±1 SE ranges do not overlap
Terminal-Bench-Science 47.14% ±6.01 22.86% ±5.05 24.29 pts Reported ±1 SE ranges do not overlap
Code Migration v1.1 86.88% ±1.52 72.36% ±3.19 14.52 pts Reported ±1 SE ranges do not overlap
IOI 83.06% ±3.74 66.94% ±4.91 16.11 pts Reported ±1 SE ranges do not overlap
SWE-bench Multimodal 58.33% ±2.25 45.63% ±2.28 12.71 pts Reported ±1 SE ranges do not overlap
Terminal-Bench 4.0 64.14% ±1.01 49.49% ±2.20 14.65 pts Reported ±1 SE ranges do not overlap
Vibe Code Bench v1.1 92.39% ±1.26 83.09% ±2.49 9.30 pts Reported ±1 SE ranges do not overlap
CyberBench v1.1 59.58% ±5.21 80.36% ±5.13 20.77 pts Reported ±1 SE ranges do not overlap
Public Benefits Bench v1.1 67.19% ±1.22 70.23% ±1.19 3.05 pts Reported ±1 SE ranges do not overlap

Performance by category

Category Claude Sonnet 5.5 average Wonder average
Legal 29.25% 37.12%
Finance 61.71% 58.11%
Math 100.00% 84.00%
Science 59.12% 39.12%
Coding 76.96% 63.50%
Cyber 59.58% 80.36%
Social Mobility 67.19% 70.23%

Cost and latency

Cost per test appears only where the benchmark reports it for both models. Latency is the measured completion time for that benchmark.

Benchmark Claude Sonnet 5.5 cost Wonder cost Claude Sonnet 5.5 latency Wonder latency
Vals Finance Index $8.33 $3.37 43m31s 10m12s
Vals Index $18.70 $10.65 1h26m 35m24s
Vals Legal Index $13.56 $4.32 1h15m 12m55s
Vals Science Index $13.24 $8.74 1h09m 43m08s
HLAB-Vals-1.1 $16.61 $7.08 1h13m 15m06s
Legal Research Bench $14.83 $3.98 1h33m 15m27s
EMB v1.1 $8.79 $5.60 36m45s 17m14s
Finance Agent v2.1 $6.95 $2.62 34m26s 5m10s
Tax Agent Bench $9.25 $1.88 59m21s 8m13s
ProofBench v1.1 $0.56 $1.31 5m48s 15m29s
BioMysteryBench $3.74 $3.23 18m06s 18m02s
MysteryMechanism $3.45 $3.39 23m30s 18m17s
Terminal-Bench-Science $32.52 $19.61 2h46m 1h33m
Code Migration v1.1 $43.88 $47.93 4h07m 2h42m
IOI $7.52 $4.54 45m51s 25m02s
SWE-bench Multimodal $4.53 $1.70 24m13s 9m44s
Terminal-Bench 4.0 $16.51 $14.66 1h22m 54m41s
Vibe Code Bench v1.1 $31.25 $1.80 1h01m 5m50s
CyberBench v1.1 $4.42 $3.66 33m53s 13m45s
Public Benefits Bench v1.1 $4.25 $2.46 1h15m 19m44s

Results available only for Claude Sonnet 5.5

  • ClaimBench
  • MedCode
  • MedScribe
  • SAGE
  • ProgramBench
  • SRE Bench

Results available only for Wonder

  • Vibe Code Bench 1-100
  • CUA-bench
Model details Claude Sonnet 5.5 Model details Wonder