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Precision Benchmarks

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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  3. Claude Sonnet 4 vs Qwen 2.5 Coder 32B
Independent ReportPairwise benchmark snapshot · Aug 17, 2026
Claude Sonnet 4(Anthropic)
vs
Qwen 2.5 Coder 32B(Alibaba)

Claude Sonnet 4 vs Qwen 2.5 Coder 32B benchmark

In this head-to-head showdown, Claude Sonnet 4 delivers higher overall intelligence and human-preferred responses (Elo 1,455 vs 1,425), while Qwen 2.5 Coder 32B leads in SWE-bench software engineering benchmarks (65.2%), while Qwen 2.5 Coder 32B is more budget-friendly at $0.72/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Claude Sonnet 4 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Qwen 2.5 Coder 32B if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

Qwen 2.5 Coder 32B holds empirical advantage (7 of 10 metrics)

Coding / SWESWE-bench
Qwen 2.5 Coder 32BTop code solve rate
ReasoningGPQA / Live
Claude Sonnet 4Top logical accuracy
Best Value$/1M Tok
Qwen 2.5 Coder 32BLowest API billing cost
Speed / TokTok/Sec
Qwen 2.5 Coder 32BFastest stream rate

Verified Advantage Breakdown

10 benchmarks evaluated across capability, speed, and cost

Claude Sonnet 4 (3)Qwen 2.5 Coder 32B (7)
Claude Sonnet 4
3 of 10 Wins
✓Preference Elo✓GPQA Diamond✓Context window
Qwen 2.5 Coder 32B
7 of 10 Wins
✓Coding Elo✓LiveBench✓SWE-bench✓Time to first token✓Output speed✓Input price✓Output price
Anthropic
Leads 3 of 10
Claude Sonnet 4

First Sonnet 4 generation. Bridge between 3.5/3.7 and Sonnet 5.

Elo 1,455In: $3 · Out: $15/1M
Alibaba
Leads 7 of 10
Qwen 2.5 Coder 32B

Alibaba dedicated open-weight code generation model with near-frontier SWE-bench Verified coding capability.

Elo 1,425In: $0.18 · Out: $0.72/1M
Top Rival Showdowns for Claude Sonnet 4
All Matchups
Compare vs:vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderClaude Sonnet 4 Wins

Claude Sonnet 4

Δ 30 Arena Elo pts

Throughput LeaderQwen 2.5 Coder 32B Wins

Qwen 2.5 Coder 32B

110 tok/s

Value per Dollar LeaderQwen 2.5 Coder 32B Wins

Qwen 2.5 Coder 32B

$0.72 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top standard models across 6 key capability dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Claude Sonnet 4 (3)vsQwen 2.5 Coder 32B (7)
Claude Sonnet 4: 3W (30%)Overall: Qwen 2.5 Coder 32BQwen 2.5 Coder 32B: 7W (70%)
← Claude Sonnet 4Qwen 2.5 Coder 32B →
🏆Qwen 2.5 Coder 32B Leads(3/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
Claude Sonnet 4vsQwen 2.5 Coder 32B
Preference Elo
1,455vs1,425+30
Coding Elo
1,468vs1,495+27
SWE-bench
62.8%vs65.2%+2.4%
LiveBench
63.2%vs64.8%+1.6%
GPQA Diamond
76.4%vs74%+2.4%
Claude Sonnet 4: 2WQwen 2.5 Coder 32B: 3W
🏆Qwen 2.5 Coder 32B Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Claude Sonnet 4vsQwen 2.5 Coder 32B
Output speed
92 tok/svs110 tok/s+18 tok/s
Time to first token
220 msvs180 ms+40 ms
Claude Sonnet 4: 0WQwen 2.5 Coder 32B: 2W
🏆Qwen 2.5 Coder 32B Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Claude Sonnet 4vsQwen 2.5 Coder 32B
Output price
$15/1Mvs$0.72/1M+$14.28/1M
Input price
$3/1Mvs$0.18/1M+$2.82/1M
Context window
1Mvs131k+869k
Claude Sonnet 4: 1WQwen 2.5 Coder 32B: 2W

Side-by-Side Benchmark Matrix

Claude Sonnet 4Qwen 2.5 Coder 32B
Preference EloClaude Sonnet 4 +30
Claude Sonnet 41,455
Qwen 2.5 Coder 32B1,425
Coding EloQwen 2.5 Coder 32B +27
Claude Sonnet 41,468
Qwen 2.5 Coder 32B1,495
LiveBenchQwen 2.5 Coder 32B +1.6%
Claude Sonnet 463.2%
Qwen 2.5 Coder 32B64.8%
SWE-benchQwen 2.5 Coder 32B +2.4%
Claude Sonnet 462.8%
Qwen 2.5 Coder 32B65.2%
GPQA DiamondClaude Sonnet 4 +2.4%
Claude Sonnet 476.4%
Qwen 2.5 Coder 32B74%
Time to first tokenQwen 2.5 Coder 32B +40 ms
Claude Sonnet 4220 ms
Qwen 2.5 Coder 32B180 ms
Output speedQwen 2.5 Coder 32B +18 tok/s
Claude Sonnet 492 tok/s
Qwen 2.5 Coder 32B110 tok/s
Input priceQwen 2.5 Coder 32B +$2.82/1M
Claude Sonnet 4$3/1M
Qwen 2.5 Coder 32B$0.18/1M
Output priceQwen 2.5 Coder 32B +$14.28/1M
Claude Sonnet 4$15/1M
Qwen 2.5 Coder 32B$0.72/1M
Context windowClaude Sonnet 4 +869k
Claude Sonnet 41M
Qwen 2.5 Coder 32B131k
BenchmarkClaude Sonnet 4Qwen 2.5 Coder 32BAdvantage Delta
Preference Elo
1,455
lmarena · Aug 17, 2026
1,425
seed-bootstrap · Aug 1, 2026
+30
Coding Elo
1,468
lmarena · Aug 17, 2026
1,495
seed-bootstrap · Aug 1, 2026
+27
LiveBench
63.2%
livebench · Aug 17, 2026
64.8%
seed-bootstrap · Aug 1, 2026
+1.6%
SWE-bench
62.8%
swebench · Aug 17, 2026
65.2%
seed-bootstrap · Aug 1, 2026
+2.4%
GPQA Diamond
76.4%
seed-bootstrap · Aug 1, 2026
74%
seed-bootstrap · Aug 1, 2026
+2.4%
Time to first token
220 ms
seed-bootstrap · Aug 1, 2026
180 ms
seed-bootstrap · Aug 1, 2026
+40 ms
Output speed
92 tok/s
seed-bootstrap · Aug 1, 2026
110 tok/s
seed-bootstrap · Aug 1, 2026
+18 tok/s
Input price
$3/1M
openrouter · Aug 17, 2026
$0.18/1M
seed-bootstrap · Aug 1, 2026
+$2.82/1M
Output price
$15/1M
openrouter · Aug 17, 2026
$0.72/1M
seed-bootstrap · Aug 1, 2026
+$14.28/1M
Context window
1M
openrouter · Aug 17, 2026
131k
seed-bootstrap · Aug 1, 2026
+869k

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save 95% with Qwen 2.5 Coder 32B
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Claude Sonnet 4$330.00 / mo
In: $105Out: $225
Qwen 2.5 Coder 32B$17.10 / mo
In: $6.3Out: $10.8
Estimated Cost Delta

Qwen 2.5 Coder 32B is estimated to save $312.90/month ($3,755/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Qwen 2.5 Coder 32B:Pick Qwen 2.5 Coder 32B when repo-level coding accuracy is the constraint.
  • 2
    Qwen 2.5 Coder 32B:Pick Qwen 2.5 Coder 32B when time-to-first-token matters more than peak Elo.
  • 3
    Claude Sonnet 4:Pick Claude Sonnet 4 for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsQwen 2.5 Coder 32B

Higher SWE-bench (65.2%).

High-volume chatQwen 2.5 Coder 32B

Lower output list price ($0.72/1M).

Voice / low-latency UIQwen 2.5 Coder 32B

Lower TTFT (180 ms).

Long-document RAGClaude Sonnet 4

Larger window (1M).

Screenshots / visionClaude Sonnet 4

Claude Sonnet 4 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsQwen 2.5 Coder 32BHigher SWE-bench (65.2%).
High-volume chatQwen 2.5 Coder 32BLower output list price ($0.72/1M).
Voice / low-latency UIQwen 2.5 Coder 32BLower TTFT (180 ms).
Long-document RAGClaude Sonnet 4Larger window (1M).
Screenshots / visionClaude Sonnet 4Claude Sonnet 4 is the side marked multimodal in the catalog.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Anthropic

Claude Sonnet 4

Elo 1,455
SWE-bench62.8%
Speed (tok/s)92 tok/s
Input / 1M Tokens$3/1M
Output / 1M Tokens$15/1M
Alibaba

Qwen 2.5 Coder 32B

Elo 1,425
SWE-bench65.2%
Speed (tok/s)110 tok/s
Input / 1M Tokens$0.18/1M
Output / 1M Tokens$0.72/1M

Frequently Asked Questions

Which is better overall, Claude Sonnet 4 or Qwen 2.5 Coder 32B?
Claude Sonnet 4 has the higher preference Elo in our latest snapshot (1,455). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Claude Sonnet 4 or Qwen 2.5 Coder 32B?
Qwen 2.5 Coder 32B leads SWE-bench at 65.2% vs 62.8%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Qwen 2.5 Coder 32B output tokens are $0.72/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Claude Sonnet 4 or Qwen 2.5 Coder 32B?
Qwen 2.5 Coder 32B has the lower time-to-first-token (180 ms vs 220 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Claude Sonnet 4 accepts 1M tokens versus 131k.
Can I self-host either model?
Qwen 2.5 Coder 32B is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Claude Sonnet 4 and Qwen 2.5 Coder 32B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All Claude Sonnet 4 matchups →|All Qwen 2.5 Coder 32B matchups →
Claude Sonnet 4 vs Claude 3.7 Sonnet (previous sonnet)Claude Sonnet 4 vs Claude Sonnet 4.5 (next sonnet)Qwen 2.5 Coder 32B vs Qwen 2.5 Plus (previous qwen)Qwen 2.5 Coder 32B vs Qwen3 235B (next qwen)Qwen QwQ 32B vs Claude Sonnet 4Qwen 3 Max vs Claude Sonnet 4