CompareLLM.ai
Live
Leaderboard
Models
Compare
Best of & Stacks
Research & News
…
CompareLLM.ai
Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

Daily ingest · 06:00 UTC

Analytics & Benchmarks

  • AI Model Leaderboard
  • Head-to-Head Compare Hub
  • Models Directory
  • Stack Engine Presets
  • Frontier Models
  • Open Weights Catalog

Guides & Intent Lists

  • Best LLM Lists (2026)
  • Best Coding LLM
  • Best Cheap LLM
  • Fastest Low-Latency LLM
  • Claude vs GPT Benchmark
  • What is Elo?
  • Methodology Guides
  • News & Dispatches

Transparency & API

  • Evaluation Methodology
  • Benchmark Changelog
  • Public JSON API
  • llms.txt Specification
  • Privacy Policy
  • Sign In / Account

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

Every score has a dated snapshot.

Theme:
Currency:
  1. Home
  2. Comparisons
  3. Qwen3 235B vs Seed 2.1 Turbo

Pairwise benchmark snapshot · Aug 16, 2026

Qwen3 235B 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 1,440), while Seed 2.1 Turbo leads in SWE-bench software engineering benchmarks (63.2%), while Qwen3 235B is more budget-friendly at $0.88/1M per 1M output tokens, while Seed 2.1 Turbo provides faster response streaming (160 tok/s). 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 Qwen3 235B if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
Share Analysis:
WhatsAppTelegramXLinkedInReddit

Verified Head-to-Head Advantage Breakdown

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

Qwen3 235B (2)Seed 2.1 Turbo (6)
Qwen3 235B
2 of 8 Wins
✓Input price✓Output price
Seed 2.1 Turbo
6 of 8 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓Time to first token✓Output speed✓Context window
Alibaba
Leads 2 of 8 metrics
Qwen3 235B

Open-weight Qwen3 mixture-of-experts.

235B MoEElo 1,440$0.88/1M out
ByteDance
Leads 6 of 8 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 Qwen3 235B vs Seed 2.1 Turbo. Alternative family tiers available.

Active: Qwen3 235B
Qwen 3 Max$4.8Qwen QwQ 32B$1.2Qwen3.8 27B$0.4
Top Rival Showdowns for Qwen3 235B
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 32 Arena Elo pts

Throughput LeaderSeed 2.1 Turbo Wins

Seed 2.1 Turbo

160 tok/s

Value per Dollar LeaderQwen3 235B Wins

Qwen3 235B

$0.88 / 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.

Qwen3 235B (2)vsSeed 2.1 Turbo (7)
Qwen3 235B: 2W (22%)Overall: Seed 2.1 TurboSeed 2.1 Turbo: 7W (78%)
← Qwen3 235B1 tiesSeed 2.1 Turbo →
🏆Seed 2.1 Turbo(4/5)

Intelligence & Reasoning

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

Benchmark
Qwen3 235BvsSeed 2.1 Turbo
Preference Elo
1,440vs1,472+32
Coding Elo
—vs1,480
SWE-bench
59.4%vs63.2%+3.8%
LiveBench
63.5%vs64.8%+1.3%
GPQA Diamond
76.8%vs76.8%
Qwen3 235B: 0WSeed 2.1 Turbo: 4W
🏆Seed 2.1 Turbo(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Qwen3 235BvsSeed 2.1 Turbo
Output speed
74 tok/svs160 tok/s+86 tok/s
Time to first token
320 msvs120 ms+200 ms
Qwen3 235B: 0WSeed 2.1 Turbo: 2W
🏆Qwen3 235B(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Qwen3 235BvsSeed 2.1 Turbo
Output price
$0.88/1Mvs$1.1/1M+$0.22/1M
Input price
$0.22/1Mvs$0.27/1M+$0.05/1M
Context window
131kvs256k+125k
Qwen3 235B: 2WSeed 2.1 Turbo: 1W

Side-by-Side Benchmark Matrix

Preference Elo+32
Qwen3 235B1,440
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo1,472
seed-bootstrap · Aug 16, 2026
Coding Elo
Qwen3 235B—
Seed 2.1 Turbo1,480
seed-bootstrap · Aug 16, 2026
LiveBench+1.3%
Qwen3 235B63.5%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo64.8%
seed-bootstrap · Aug 16, 2026
SWE-bench+3.8%
Qwen3 235B59.4%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo63.2%
seed-bootstrap · Aug 16, 2026
GPQA Diamond
Qwen3 235B76.8%
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo76.8%
seed-bootstrap · Aug 16, 2026
Time to first token+200 ms
Qwen3 235B320 ms
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo120 ms
seed-bootstrap · Aug 16, 2026
Output speed+86 tok/s
Qwen3 235B74 tok/s
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo160 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$0.05/1M
Qwen3 235B$0.22/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$0.27/1M
seed-bootstrap · Aug 16, 2026
Output price+$0.22/1M
Qwen3 235B$0.88/1M
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo$1.1/1M
seed-bootstrap · Aug 16, 2026
Context window+125k
Qwen3 235B131k
seed-bootstrap · Aug 1, 2026
Seed 2.1 Turbo256k
seed-bootstrap · Aug 16, 2026
BenchmarkQwen3 235BSeed 2.1 TurboAdvantage Delta
Preference Elo
1,440
seed-bootstrap · Aug 1, 2026
1,472
seed-bootstrap · Aug 16, 2026
+32
Coding Elo—
1,480
seed-bootstrap · Aug 16, 2026
—
LiveBench
63.5%
seed-bootstrap · Aug 1, 2026
64.8%
seed-bootstrap · Aug 16, 2026
+1.3%
SWE-bench
59.4%
seed-bootstrap · Aug 1, 2026
63.2%
seed-bootstrap · Aug 16, 2026
+3.8%
GPQA Diamond
76.8%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 16, 2026
—
Time to first token
320 ms
seed-bootstrap · Aug 1, 2026
120 ms
seed-bootstrap · Aug 16, 2026
+200 ms
Output speed
74 tok/s
seed-bootstrap · Aug 1, 2026
160 tok/s
seed-bootstrap · Aug 16, 2026
+86 tok/s
Input price
$0.22/1M
seed-bootstrap · Aug 1, 2026
$0.27/1M
seed-bootstrap · Aug 16, 2026
+$0.05/1M
Output price
$0.88/1M
seed-bootstrap · Aug 1, 2026
$1.1/1M
seed-bootstrap · Aug 16, 2026
+$0.22/1M
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 19% with Qwen3 235B
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Qwen3 235B$20.90 / mo
In: $7.7Out: $13.2
Seed 2.1 Turbo$25.95 / mo
In: $9.45Out: $16.5
Estimated Cost Delta

Qwen3 235B is estimated to save $5.05/month ($61/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Seed 2.1 Turbo:Pick Seed 2.1 Turbo when repo-level coding accuracy is the constraint.
  • 2
    Qwen3 235B:Pick Qwen3 235B 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 agentsSeed 2.1 Turbo

Higher SWE-bench (63.2%).

High-volume chatQwen3 235B

Lower output list price ($0.88/1M).

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 agentsSeed 2.1 TurboHigher SWE-bench (63.2%).
High-volume chatQwen3 235BLower output list price ($0.88/1M).
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.

launchSep 20, 2025

Qwen3 235B: the open MoE Qwen, not the Max SKU

Sep 2025 open-weight mixture-of-experts. Self-host path. Don’t confuse it with Qwen 3 Max.

Community Sentiment

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

Sign in to cast your verified vote, bookmark models, and participate in benchmark discussions.Sign In to Post

No comments posted on this matchup yet. Be the first to share an evaluation note!

Social Share Card Preview

Dynamic OpenGraph banner generated at /compare/qwen-3-235b-vs-seed-2-1-turbo/opengraph-image

Save PNG

CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
Alibaba

Qwen3 235B

Elo 1,440
SWE-bench59.4%
Speed (tok/s)74 tok/s
Input / 1M Tokens$0.22/1M
Output / 1M Tokens$0.88/1M
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, Qwen3 235B 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, Qwen3 235B or Seed 2.1 Turbo?
Seed 2.1 Turbo leads SWE-bench at 63.2% vs 59.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Qwen3 235B output tokens are $0.88/1M versus $1.1/1M. Input prices and retry rates still move the real bill.
Which is faster, Qwen3 235B 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?
Qwen3 235B 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. Qwen3 235B 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

  • launch · Sep 20, 2025

    Qwen3 235B: the open MoE Qwen, not the Max SKU

Similar Head-to-Head Comparisons

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