Model comparison
Claude Sonnet 4.5 vs Claude Sonnet 4.6
Head-to-head evidence from 9 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: Claude Sonnet 4.5 #96 (Estimated); Claude Sonnet 4.6 #32 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. Claude Sonnet 4.5 and Claude Sonnet 4.6 share 9 comparable benchmark results. 4 of 8 categories are comparable. 3 results are unique to Claude Sonnet 4.5; 24 to Claude Sonnet 4.6.
Updated July 20, 2026- Shared results
- 9
- Claude Sonnet 4.5 only
- 3
- Claude Sonnet 4.6 only
- 24
- Comparable categories
- 4 / 8
Pick Claude Sonnet 4.6 if you want the stronger benchmark profile. Claude Sonnet 4.5 only becomes the better choice if knowledge is the priority.
Confidence note. This is a partial-evidence comparison with 9 shared benchmark results across 5 evidence categories; 4 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
Claude Sonnet 4.6 is clearly ahead on the BenchAlign aggregate, 65.07 to 53.61. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Claude Sonnet 4.6's sharpest advantage is in mathematics, where it averages 26.4 against 11.2. The single biggest benchmark swing on the page is FrontierMath v2 (Tiers 1-3), 13.495% to 32.400%. Claude Sonnet 4.5 does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
Category breakdown
Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.
| Category | Claude Sonnet 4.5 | Δ | Claude Sonnet 4.6 |
|---|---|---|---|
| Knowledge | Claude Sonnet 4.583.4 | Margin← 17.4 | Claude Sonnet 4.666.0 |
| Math | Claude Sonnet 4.511.2 | Margin→ 15.2 | Claude Sonnet 4.626.4 |
| Agentic | Claude Sonnet 4.555.4 | Margin→ 9.8 | Claude Sonnet 4.665.2 |
| Coding | Claude Sonnet 4.577.2 | Margin← 8.1 | Claude Sonnet 4.669.1 |
| Reasoning | Claude Sonnet 4.513.6 | MarginNo overlap | Claude Sonnet 4.6Not measured |
| Multimodal | Claude Sonnet 4.5Not measured | MarginNo overlap | Claude Sonnet 4.677.4 |
Decisive benchmark drivers
The largest measured benchmark gaps in this matchup, with exact reported values.
More
- Source ↗
FrontierMath v2 (Tiers 1-3)
MathA 13.495%B 32.400%Winner: Claude Sonnet 4.6Δ 18.9FrontierMath v2 (Tiers 1-3): Claude Sonnet 4.5 scored 13.495%; Claude Sonnet 4.6 scored 32.400%. Claude Sonnet 4.6 wins this benchmark. - Source ↗
OSWorld-Verified
AgenticA 61.4%B 72.1%Winner: Claude Sonnet 4.6Δ 10.7OSWorld-Verified: Claude Sonnet 4.5 scored 61.4%; Claude Sonnet 4.6 scored 72.1%. Claude Sonnet 4.6 wins this benchmark. - Source ↗
Terminal-Bench 2.0
AgenticA 50%B 59.1%Winner: Claude Sonnet 4.6Δ 9.1Terminal-Bench 2.0: Claude Sonnet 4.5 scored 50%; Claude Sonnet 4.6 scored 59.1%. Claude Sonnet 4.6 wins this benchmark. - Source ↗
GPQA
KnowledgeA 83.4%B 89.9%Winner: Claude Sonnet 4.6Δ 6.5GPQA: Claude Sonnet 4.5 scored 83.4%; Claude Sonnet 4.6 scored 89.9%. Claude Sonnet 4.6 wins this benchmark. - Source ↗
FrontierMath v2 (Tier 4)
MathA 4.167%B 8.300%Winner: Claude Sonnet 4.6Δ 4.1FrontierMath v2 (Tier 4): Claude Sonnet 4.5 scored 4.167%; Claude Sonnet 4.6 scored 8.300%. Claude Sonnet 4.6 wins this benchmark.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | Claude Sonnet 4.5 | Claude Sonnet 4.6 | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | Claude Sonnet 4.5$3 input / $15 output | Claude Sonnet 4.6$3 input / $15 output | Listed prices are equal. |
| Generation speedtokens per second | Claude Sonnet 4.5Not available | Claude Sonnet 4.644 tok/s | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | Claude Sonnet 4.5Not available | Claude Sonnet 4.61.48 s | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | Claude Sonnet 4.5200K | Claude Sonnet 4.6200K | Listed context windows are equal. |
Benchmark Deep Dive
AgenticClaude Sonnet 4.6 wins9 benchmarks
| Benchmark | Claude Sonnet 4.5 | Claude Sonnet 4.6 | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 50% | 59.1% | Claude Sonnet 4.6 leads |
| OSWorld-VerifiedSource | 61.4% | 72.1% | Claude Sonnet 4.6 leads |
| VITA-BenchSource | 17.0% | — | Not comparable |
| Gert LabsSource | 48.51% | 62.92% | Claude Sonnet 4.6 leads |
| JobBenchSource | 27.7% | 36.9% | Claude Sonnet 4.6 leads |
| Claw-EvalSource | — | 67.8% | Not comparable |
| CyberGymSource | — | 65.2% | Not comparable |
| τ²-bench resultsSource | — | 79.5% | Not comparable |
| OSWorld 2.0Source | — | 8.3% | Not comparable |
CodingClaude Sonnet 4.5 wins7 benchmarks
| Benchmark | Claude Sonnet 4.5 | Claude Sonnet 4.6 | Result |
|---|---|---|---|
| SWE-bench VerifiedSource | 77.2% | 79.6% | Claude Sonnet 4.6 leads |
| SWE-RebenchSource | — | 60.7% | Not comparable |
| React Native EvalsSource | — | 80.6% | Not comparable |
| Vibe Code BenchSource | — | 51.48% | Not comparable |
| cursorBench31Source | — | 48.8% | Not comparable |
| AA-SciCodeSource | — | 46.9% | Not comparable |
| FrontierCode 1.1 MainSource | — | 24.3% | Not comparable |
Reasoning3 benchmarks
KnowledgeClaude Sonnet 4.5 wins10 benchmarks
| Benchmark | Claude Sonnet 4.5 | Claude Sonnet 4.6 | Result |
|---|---|---|---|
| GPQASource | 83.4% | 89.9% | Claude Sonnet 4.6 leads |
| SuperGPQASource | — | 95% | Not comparable |
| MMLU-ProSource | — | 79.2% | Not comparable |
| HLESource | — | 49% | Not comparable |
| Artificial Analysis Intelligence IndexSource | — | 35.9% | Not comparable |
| AA-GPQA DiamondSource | — | 79.9% | Not comparable |
| AA-HLESource | — | 13.2% | Not comparable |
| AA-Omniscience IndexSource | — | -2.9% | Not comparable |
| AA-Omniscience AccuracySource | — | 38.0% | Not comparable |
| AA-Omniscience Hallucination RateSource | — | 65.9% | Not comparable |
MathClaude Sonnet 4.6 wins3 benchmarks
Multimodal3 benchmarks
Inst. Following1 benchmarks
| Benchmark | Claude Sonnet 4.5 | Claude Sonnet 4.6 | Result |
|---|---|---|---|
| AA-IFBenchSource | — | 41.2% | Not comparable |
Frequently Asked Questions (5)
Which is better, Claude Sonnet 4.5 or Claude Sonnet 4.6?
Claude Sonnet 4.6 is ahead on BenchLM's BenchAlign leaderboard, 65.07 to 53.61. The biggest single separator in this matchup is FrontierMath v2 (Tiers 1-3), where the scores are 13.495% and 32.400%.
Which is better for knowledge tasks, Claude Sonnet 4.5 or Claude Sonnet 4.6?
Claude Sonnet 4.5 has the edge for knowledge tasks in this comparison, averaging 83.4 versus 66. Inside this category, GPQA is the benchmark that creates the most daylight between them.
Which is better for coding, Claude Sonnet 4.5 or Claude Sonnet 4.6?
Claude Sonnet 4.5 has the edge for coding in this comparison, averaging 77.2 versus 69.1. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
Which is better for math, Claude Sonnet 4.5 or Claude Sonnet 4.6?
Claude Sonnet 4.6 has the edge for math in this comparison, averaging 26.4 versus 11.2. Inside this category, FrontierMath v2 (Tiers 1-3) is the benchmark that creates the most daylight between them.
Which is better for agentic tasks, Claude Sonnet 4.5 or Claude Sonnet 4.6?
Claude Sonnet 4.6 has the edge for agentic tasks in this comparison, averaging 65.2 versus 55.4. Inside this category, Gert Labs is the benchmark that creates the most daylight between them.
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