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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. Qwen QwQ 32B vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 16, 2026

Qwen QwQ 32B vs Seed 2.1 Turbo benchmark

In this head-to-head showdown, Qwen QwQ 32B delivers higher overall intelligence and human-preferred responses (Elo 1,495 vs 1,472), while Qwen QwQ 32B leads in SWE-bench software engineering benchmarks (67.5%), while Seed 2.1 Turbo is more budget-friendly at $1.1/1M 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 Qwen QwQ 32B if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Seed 2.1 Turbo if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

Qwen QwQ 32B (5)Seed 2.1 Turbo (5)
Qwen QwQ 32B
5 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond
Seed 2.1 Turbo
5 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Alibaba
Leads 5 of 10 metrics
Qwen QwQ 32B

Alibaba specialized open reasoning model competing with frontier closed reasoning models.

QwQ ReasoningElo 1,495$1.2/1M out
ByteDance
Leads 5 of 10 metrics
Seed 2.1 Turbo

ByteDance Seed 2.1 Turbo, listed on public model timelines as an Aug 10 2026 API drop.

Seed 2.1Elo 1,472$1.1/1M out

Qwen 3 Series Lineage & Sibling Variants

4 models

Currently comparing Qwen QwQ 32B vs Seed 2.1 Turbo. Alternative family tiers available.

Active: Qwen QwQ 32B
Qwen 3 Max$4.8Qwen3 235B$0.88Qwen3.8 27B$0.4

Qwen QwQ 32B Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: High (Max QwQ CoT)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
960 ms
3× delay
Reasoning Depth
~7,200
Internal tokens
Cost / 1k Calls
$9.15
17.9× standard bill
Accuracy Boost
+11.8% accuracy
STEM & SWE-bench
Top Rival Showdowns for Qwen QwQ 32B
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderQwen QwQ 32B Wins

Qwen QwQ 32B

Δ 23 Arena Elo pts

Throughput LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

160 tok/s

Value per Dollar LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

$1.1 / 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 Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

Qwen QwQ 32B (5)vsSeed 2.1 Turbo (5)
Qwen QwQ 32B: 5W (50%)Overall: Even matchupSeed 2.1 Turbo: 5W (50%)
← Qwen QwQ 32BSeed 2.1 Turbo →
🏆Qwen QwQ 32B(5/5)

Intelligence & Reasoning

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

Benchmark
Qwen QwQ 32BvsSeed 2.1 Turbo
Preference Elo
1,495vs1,472+23
Coding Elo
1,520vs1,480+40
SWE-bench
67.5%vs63.2%+4.3%
LiveBench
68%vs64.8%+3.2%
GPQA Diamond
83.2%vs76.8%+6.4%
Qwen QwQ 32B: 5WSeed 2.1 Turbo: 0W
🏆Seed 2.1 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Qwen QwQ 32BvsSeed 2.1 Turbo
Output speed
68 tok/svs160 tok/s+92 tok/s
Time to first token
320 msvs120 ms+200 ms
Qwen QwQ 32B: 0WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Qwen QwQ 32BvsSeed 2.1 Turbo
Output price
$1.2/1Mvs$1.1/1M+$0.1/1M
Input price
$0.3/1Mvs$0.27/1M+$0.03/1M
Context window
131kvs256k+125k
Qwen QwQ 32B: 0WSeed 2.1 Turbo: 3W

Side-by-Side Benchmark Matrix

Preference Elo+23
Qwen QwQ 32B1,495
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,472
seed-bootstrap · Aug 16, 2026
Coding Elo+40
Qwen QwQ 32B1,520
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,480
seed-bootstrap · Aug 16, 2026
LiveBench+3.2%
Qwen QwQ 32B68%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo64.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+4.3%
Qwen QwQ 32B67.5%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo63.2%
seed-bootstrap · Aug 16, 2026
GPQA Diamond+6.4%
Qwen QwQ 32B83.2%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo76.8%
seed-bootstrap · Aug 16, 2026
Time to first token+200 ms
Qwen QwQ 32B320 ms
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo120 ms
seed-bootstrap · Aug 16, 2026
Output speed+92 tok/s
Qwen QwQ 32B68 tok/s
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo160 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.03/1M
Qwen QwQ 32B$0.3/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$0.27/1M
seed-bootstrap · Aug 16, 2026
Output price+$0.1/1M
Qwen QwQ 32B$1.2/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$1.1/1M
seed-bootstrap · Aug 16, 2026
Context window+125k
Qwen QwQ 32B131k
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo256k
seed-bootstrap · Aug 16, 2026
BenchmarkQwen QwQ 32BSeed 2.1 TurboAdvantage Delta
Preference Elo
1,495
seed-bootstrap · Aug 1, 2026
1,472
seed-bootstrap · Aug 16, 2026
+23
Coding Elo
1,520
seed-bootstrap · Aug 1, 2026
1,480
seed-bootstrap · Aug 16, 2026
+40
LiveBench
68%
seed-bootstrap · Aug 1, 2026
64.8%
seed-bootstrap · Aug 16, 2026
+3.2%
SWE-bench
67.5%
seed-bootstrap · Aug 1, 2026
63.2%
seed-bootstrap · Aug 16, 2026
+4.3%
GPQA Diamond
83.2%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
+6.4%
Time to first token
320 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+200 ms
Output speed
68 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+92 tok/s
Input price
$0.3/1M
seed-bootstrap · Aug 1, 2026
$0.27/1M
seed-bootstrap · Aug 16, 2026
+$0.03/1M
Output price
$1.2/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 16, 2026
+$0.1/1M
Context window
131k
seed-bootstrap · Aug 1, 2026
256k
seed-bootstrap · Aug 16, 2026
+125k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 9% with Seed 2.1 Turbo
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Qwen QwQ 32B$28.50 / mo
In: $10.5Out: $18
Seed 2.1 Turbo$25.95 / mo
In: $9.45Out: $16.5
Estimated Cost Delta

Seed 2.1 Turbo is estimated to save $2.55/month ($31/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Qwen QwQ 32B:Pick Qwen QwQ 32B when repo-level coding accuracy is the constraint.
  • 2
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo when you are optimizing output cost.
  • 3
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsQwen QwQ 32B

Higher SWE-bench (67.5%).

High-volume chatSeed 2.1 Turbo

Lower output list price ($1.1/1M).

Voice / low-latency UISeed 2.1 Turbo

Lower TTFT (120 ms).

Long-document RAGSeed 2.1 Turbo

Larger window (256k).

Screenshots / visionSeed 2.1 Turbo

Seed 2.1 Turbo is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsQwen QwQ 32BHigher SWE-bench (67.5%).
High-volume chatSeed 2.1 TurboLower output list price ($1.1/1M).
Voice / low-latency UISeed 2.1 TurboLower TTFT (120 ms).
Long-document RAGSeed 2.1 TurboLarger window (256k).
Screenshots / visionSeed 2.1 TurboSeed 2.1 Turbo is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchAug 10, 2026

Seed 2.1 Turbo (Aug 10): ByteDance’s API drop on the public timeline

Listed on public model timelines as an Aug 10 2026 API drop. Preview-quality story, indexable because we have a full snapshot.

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Alibaba

Qwen QwQ 32B

Elo 1,495
SWE-bench67.5%
Speed (tok/s)68 tok/s
Input / 1M Tokens$0.3/1M
Output / 1M Tokens$1.2/1M
ByteDance

Seed 2.1 Turbo

Elo 1,472
SWE-bench63.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.27/1M
Output / 1M Tokens$1.1/1M

Frequently Asked Questions

Which is better overall, Qwen QwQ 32B or Seed 2.1 Turbo?
Qwen QwQ 32B has the higher preference Elo in our latest snapshot (1,495). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Qwen QwQ 32B or Seed 2.1 Turbo?
Qwen QwQ 32B leads SWE-bench at 67.5% vs 63.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Seed 2.1 Turbo output tokens are $1.1/1M versus $1.2/1M. Input prices and retry rates still move the real bill.
Which is faster, Qwen QwQ 32B or Seed 2.1 Turbo?
Seed 2.1 Turbo has the lower time-to-first-token (120 ms vs 320 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Seed 2.1 Turbo accepts 256k tokens versus 131k.
Can I self-host either model?
Qwen QwQ 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. Qwen QwQ 32B and Seed 2.1 Turbo Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Aug 10, 2026

    Seed 2.1 Turbo (Aug 10): ByteDance’s API drop on the public timeline

Similar Head-to-Head Comparisons

All Qwen QwQ 32B matchups →|All Seed 2.1 Turbo matchups →
Qwen QwQ 32B vs Qwen3 235B (previous qwen)Qwen 3 Max vs Qwen QwQ 32BDoubao Pro 1.5 vs Seed 2.1 TurboQwen 2.5 Plus vs Seed 2.1 TurboQwen3 235B vs Seed 2.1 TurboQwen 2.5 Coder 32B vs Seed 2.1 Turbo