Model comparison

Claude Sonnet 5 vs Hy4 preview

Claude Sonnet 5 is the stronger model overall, scoring 54.6 to 45.3 on the Noometry Index. Hy4 preview costs 3.2× less per token, which makes it the better buy when Claude Sonnet 5's lead doesn't matter for your workload.

Last verified . 3 shared benchmarks.

Claude Sonnet 5 Anthropic

54.6

Rank #29 Confirmed

Hy4 preview Tencent

45.3

Rank #73 Reported

Summary

  • They share 3 benchmarks with published results for both. Claude Sonnet 5 scores higher in 3 categories and Hy4 preview in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Claude Sonnet 5 leads 49.1 to 31.9.
  • The biggest single-benchmark swing is NYT Connections (extended): 75.1% for Claude Sonnet 5 and 68.2% for Hy4 preview.
  • Hy4 preview is cheaper at $0.83 / $2.50 per million input/output tokens, against $2 / $10 for Claude Sonnet 5.
  • Hy4 preview accepts more context: 1.05M tokens versus 1M.
  • Hy4 preview has downloadable open weights; the other is API-only.

Side by side

Claude Sonnet 5 and Hy4 preview specifications
Claude Sonnet 5Hy4 preview
ProviderAnthropicTencent
Noometry Index54.645.3
Released2026-06-292026-08-28
WeightsProprietaryOpen
Context window1M1.05M
Max output128K64K
Input $ / M tokens$2$0.83
Output $ / M tokens$10$2.50
Results tracked513

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Category by category

Coding Claude Sonnet 5 leads

Claude Sonnet 5: 55.5 (#26), Hy4 preview: 51.6 (#38)

Coding benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
LMArena WebDev15411632
DeepSWE53.8%—
FrontierCode42.7%—
CursorBench34.1%—
SciCode54.3%—
GSO37.3%—
WeirdML68.8%—
LMArena Coding1483—
ALE-Bench1,463—

Agentic & Tool Use Not comparable

Claude Sonnet 5: 42.8 (#18), Hy4 preview: —

Agentic & Tool Use benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
APEX-Agents54.5%—
GBAEval65.3%—
LMArena Search1194—
Vending-Bench 26,378—

Reasoning Claude Sonnet 5 leads

Claude Sonnet 5: 49.1 (#39), Hy4 preview: 31.9 (#79)

Reasoning benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
NYT Connections (extended)75.1%68.2%
SimpleBench60.6%—
CritPt16.9%—
Chess Puzzles35%—
LMArena Hard Prompts1461—
Mystery Game Puzzles35%—
DTBench92.5%—
LMCA50%—
Surface Evolver Bench60%—
Bench to the Future 30.14—
Epoch Capabilities Index156.21—
ForecastBench61.1—

Math Claude Sonnet 5 leads

Claude Sonnet 5: 66.2 (#27), Hy4 preview: 55.7 (#42)

Math benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
ProofBench77%75%
FrontierMath (Tiers 1-3)65.6%—
FrontierMath Tier 429.3%—
OTIS Mock AIME 2024-202594.7%—
LMArena Math1467—

Knowledge Not comparable

Claude Sonnet 5: 55.6 (#47), Hy4 preview: —

Knowledge benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
GPQA Diamond90.5%—
SimpleQA Verified33.7%—
LMArena Expert1490—

Multimodal Not comparable

Claude Sonnet 5: 42.4 (#31), Hy4 preview: —

Multimodal benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
LMArena Vision1274—
Blueprint-Bench 224.9%—
LMArena Document1466—

Multilingual Not comparable

Claude Sonnet 5: 53.8 (#55), Hy4 preview: —

Multilingual benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
LMArena Non-English1431—
LMArena Chinese1477—
LMArena French1460—
LMArena German1440—
LMArena Japanese1422—
LMArena Korean1411—
LMArena Russian1451—
LMArena Spanish1437—

Instruction Following Not comparable

Claude Sonnet 5: 76.3 (#41), Hy4 preview: —

Instruction Following benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
LMArena Instruction Following1452—

Long Context Not comparable

Claude Sonnet 5: 44.8 (#55), Hy4 preview: —

Long Context benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
LMArena Longer Query1463—

Writing & Preference Not comparable

Claude Sonnet 5: 69.2 (#25), Hy4 preview: —

Writing & Preference benchmarks
BenchmarkClaude Sonnet 5Hy4 preview
LMArena Text1442—
LMArena Creative Writing1416—
EQ-Bench Creative Writing1794—
EQ-Bench 41236—
LMArena Multi-Turn1454—

Frequently asked questions

Is Claude Sonnet 5 better than Hy4 preview?

Claude Sonnet 5 is the stronger model overall, scoring 54.6 to 45.3 on the Noometry Index. Hy4 preview costs 3.2× less per token, which makes it the better buy when Claude Sonnet 5's lead doesn't matter for your workload.

Which is cheaper, Claude Sonnet 5 or Hy4 preview?

Hy4 preview is cheaper. It lists at $0.83 per million input tokens and $2.50 per million output tokens; Claude Sonnet 5 lists at $2 and $10.

Is Claude Sonnet 5 or Hy4 preview better for coding?

Claude Sonnet 5 scores higher on coding benchmarks: 55.5 versus 51.6 in the Noometry coding category.

Which has the bigger context window?

Hy4 preview does, with 1.05M tokens against 1M.

How many benchmarks do Claude Sonnet 5 and Hy4 preview share?

3 benchmarks have published results for both models. Claude Sonnet 5 has 51 scored results on Noometry and Hy4 preview has 3.

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