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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. Qwen2.5 Coder 32B Instruct vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 17, 2026

Qwen2.5 Coder 32B Instruct vs Seed 2.1 Turbo benchmark

In this head-to-head showdown, Seed 2.1 Turbo delivers higher overall intelligence and human-preferred responses (Elo 1,472 vs 1,425), while Qwen2.5 Coder 32B Instruct leads in SWE-bench software engineering benchmarks (65.2%), while Qwen2.5 Coder 32B Instruct is more budget-friendly at $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 Seed 2.1 Turbo if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Qwen2.5 Coder 32B Instruct if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Executive Verdict Summary

Qwen2.5 Coder 32B Instruct holds empirical advantage (3 of 6 metrics)

Coding / SWESWE-bench
Qwen2.5 Coder 32B InstructTop code solve rate
ReasoningGPQA / Live
Seed 2.1 TurboTop logical accuracy
Best Value$/1M Tok
Qwen2.5 Coder 32B InstructLowest API billing cost
Speed / TokTok/Sec
Seed 2.1 TurboFastest stream rate

Verified Advantage Breakdown

6 benchmarks evaluated across capability, speed, and cost

Qwen2.5 Coder 32B Instruct (3)Seed 2.1 Turbo (3)
Qwen2.5 Coder 32B Instruct
3 of 6 Wins
✓Coding Elo✓SWE-bench✓Output price
Seed 2.1 Turbo
3 of 6 Wins
✓Preference Elo✓Input price✓Context window
Alibaba
Leads 3 of 6
Qwen2.5 Coder 32B Instruct

Auto-discovered from OpenRouter (qwen/qwen-2.5-coder-32b-instruct). Preview until a second source matches.

Elo 1,425In: $0.66 · Out: $1/1M
ByteDance
Leads 3 of 6
Seed 2.1 Turbo

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

Seed 2.1Elo 1,472In: $0.5 · Out: $2.5/1M
Top Rival Showdowns for Qwen2.5 Coder 32B Instruct
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

Δ 47 Arena Elo pts

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderQwen2.5 Coder 32B Instruct Wins

Qwen2.5 Coder 32B Instruct

$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 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.

Qwen2.5 Coder 32B Instruct (3)vsSeed 2.1 Turbo (6)
Qwen2.5 Coder 32B Instruct: 3W (33%)Overall: Seed 2.1 TurboSeed 2.1 Turbo: 6W (67%)
← Qwen2.5 Coder 32B Instruct1 tiesSeed 2.1 Turbo →
Tied (2-2)

Intelligence & Reasoning

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

Benchmark
Qwen2.5 Coder 32B InstructvsSeed 2.1 Turbo
Preference Elo
1,425vs1,472+47
Coding Elo
1,495vs1,480+15
SWE-bench
65.2%vs63.2%+2%
LiveBench
64.8%vs64.8%
GPQA Diamond
—vs76.8%
Qwen2.5 Coder 32B Instruct: 2WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo Leads(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Qwen2.5 Coder 32B InstructvsSeed 2.1 Turbo
Output speed
—vs160 tok/s
Time to first token
—vs120 ms
Qwen2.5 Coder 32B Instruct: 0WSeed 2.1 Turbo: 2W
🏆Seed 2.1 Turbo Leads(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Qwen2.5 Coder 32B InstructvsSeed 2.1 Turbo
Output price
$1/1Mvs$2.5/1M+$1.5/1M
Input price
$0.66/1Mvs$0.5/1M+$0.16/1M
Context window
33kvs262k+229k
Qwen2.5 Coder 32B Instruct: 1WSeed 2.1 Turbo: 2W

Side-by-Side Benchmark Matrix

Qwen2.5 Coder 32B InstructSeed 2.1 Turbo
Preference EloSeed 2.1 Turbo +47
Qwen2.5 Coder 32B Instruct1,425
Seed 2.1 Turbo1,472
Coding EloQwen2.5 Coder 32B Instruct +15
Qwen2.5 Coder 32B Instruct1,495
Seed 2.1 Turbo1,480
LiveBench
Qwen2.5 Coder 32B Instruct64.8%
Seed 2.1 Turbo64.8%
SWE-benchQwen2.5 Coder 32B Instruct +2%
Qwen2.5 Coder 32B Instruct65.2%
Seed 2.1 Turbo63.2%
GPQA Diamond
Qwen2.5 Coder 32B Instruct—
Seed 2.1 Turbo76.8%
Time to first token
Qwen2.5 Coder 32B Instruct—
Seed 2.1 Turbo120 ms
Output speed
Qwen2.5 Coder 32B Instruct—
Seed 2.1 Turbo160 tok/s
Input priceSeed 2.1 Turbo +$0.16/1M
Qwen2.5 Coder 32B Instruct$0.66/1M
Seed 2.1 Turbo$0.5/1M
Output priceQwen2.5 Coder 32B Instruct +$1.5/1M
Qwen2.5 Coder 32B Instruct$1/1M
Seed 2.1 Turbo$2.5/1M
Context windowSeed 2.1 Turbo +229k
Qwen2.5 Coder 32B Instruct33k
Seed 2.1 Turbo262k
BenchmarkQwen2.5 Coder 32B InstructSeed 2.1 TurboAdvantage Delta
Preference Elo
1,425
lmarena · Aug 17, 2026
1,472
lmarena · Aug 16, 2026
+47
Coding Elo
1,495
lmarena · Aug 17, 2026
1,480
lmarena · Aug 16, 2026
+15
LiveBench
64.8%
livebench · Aug 17, 2026
64.8%
livebench · Aug 16, 2026
—
SWE-bench
65.2%
swebench · Aug 17, 2026
63.2%
swebench · Aug 16, 2026
+2%
GPQA Diamond—
76.8%
seed-bootstrap · Aug 16, 2026
—
Time to first token—
120 ms
seed-bootstrap · Aug 16, 2026
—
Output speed—
160 tok/s
seed-bootstrap · Aug 16, 2026
—
Input price
$0.66/1M
openrouter · Aug 17, 2026
$0.5/1M
openrouter · Aug 17, 2026
+$0.16/1M
Output price
$1/1M
openrouter · Aug 17, 2026
$2.5/1M
openrouter · Aug 17, 2026
+$1.5/1M
Context window
33k
openrouter · Aug 17, 2026
262k
openrouter · Aug 17, 2026
+229k

Workload Cost & Savings Calculator

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

Save 31% with Qwen2.5 Coder 32B Instruct
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Qwen2.5 Coder 32B Instruct$38.10 / mo
In: $23.1Out: $15
Seed 2.1 Turbo$55.00 / mo
In: $17.5Out: $37.5
Estimated Cost Delta

Qwen2.5 Coder 32B Instruct is estimated to save $16.90/month ($203/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Qwen2.5 Coder 32B Instruct:Pick Qwen2.5 Coder 32B Instruct when repo-level coding accuracy is the constraint.
  • 2
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo as the default general assistant.

Recommended Workload Routing

Repo / coding agentsQwen2.5 Coder 32B Instruct

Higher SWE-bench (65.2%).

High-volume chatQwen2.5 Coder 32B Instruct

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

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGSeed 2.1 Turbo

Larger window (262k).

Screenshots / visionSeed 2.1 Turbo

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsQwen2.5 Coder 32B InstructHigher SWE-bench (65.2%).
High-volume chatQwen2.5 Coder 32B InstructLower output list price ($1/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGSeed 2.1 TurboLarger window (262k).
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.

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Alibaba

Qwen2.5 Coder 32B Instruct

Elo 1,425
SWE-bench65.2%
Speed (tok/s)33k
Input / 1M Tokens$0.66/1M
Output / 1M Tokens$1/1M
ByteDance

Seed 2.1 Turbo

Elo 1,472
SWE-bench63.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.5/1M
Output / 1M Tokens$2.5/1M

Frequently Asked Questions

Which is better overall, Qwen2.5 Coder 32B Instruct or Seed 2.1 Turbo?
Seed 2.1 Turbo has the higher preference Elo in our latest snapshot (1,472). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Qwen2.5 Coder 32B Instruct or Seed 2.1 Turbo?
Qwen2.5 Coder 32B Instruct leads SWE-bench at 65.2% vs 63.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Qwen2.5 Coder 32B Instruct output tokens are $1/1M versus $2.5/1M. Input prices and retry rates still move the real bill.
Which is faster, Qwen2.5 Coder 32B Instruct or Seed 2.1 Turbo?
We do not have TTFT for both models.
Which has the larger context window?
Seed 2.1 Turbo accepts 262k tokens versus 33k.
Can I self-host either model?
Neither model is marked open-weights here. You are comparing hosted APIs.
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. Qwen2.5 Coder 32B Instruct 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 Qwen2.5 Coder 32B Instruct matchups →|All Seed 2.1 Turbo matchups →
Qwen2.5 Coder 32B Instruct vs Qwen 2.5 Plus (next qwen)Doubao Pro 1.5 vs Seed 2.1 TurboQwen 3 Max vs Seed 2.1 TurboQwen QwQ 32B vs Seed 2.1 TurboDoubao Lite 1.5 vs Qwen2.5 Coder 32B InstructQwen 2.5 Coder 32B vs Qwen2.5 Coder 32B Instruct