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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. Qwen3 235B vs Seedream 5.0 Pro

Pairwise benchmark snapshot · Aug 1, 2026noindex (thin pair)

Qwen3 235B vs Seedream 5.0 Pro benchmark

Comparing verified benchmark accuracy, speed, and token pricing between Qwen3 235B and Seedream 5.0 Pro. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both Qwen3 235B and Seedream 5.0 Pro present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
Share Analysis:
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Alibaba
Qwen3 235B

Open-weight Qwen3 mixture-of-experts.

235B MoEImg Elo 1,440
ByteDance
Seedream 5.0 Pro

ByteDance flagship image generation model with high photorealism and fine facial structure rendering.

Img Elo 1,283$90/1k imgs

Qwen 3 Series Lineage & Sibling Variants

4 models

Currently comparing Qwen3 235B vs Seedream 5.0 Pro. 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 GPT Image 2 (High)vs Reve 2.1vs Nano Banana Pro (Gemini 3 Pro Image)vs FLUX.2 [max]vs Ideogram 4.0 (Quality)
Image Quality Leader

No shared data

Single model data

Generation Speed Leader

No shared data

No latency data

Value per Dollar Leader

No shared data

Unpriced

Head-to-Head Comparison

Overall Matchup Breakdown

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

Qwen3 235B (0)vsSeedream 5.0 Pro (5)
Qwen3 235B: 0W (0%)Overall: Seedream 5.0 ProSeedream 5.0 Pro: 5W (100%)
← Qwen3 235BSeedream 5.0 Pro →
🏆Seedream 5.0 Pro(3/3)

Visual Quality & Adherence

Arena Preference Elo, prompt fidelity & typography score

Benchmark
Qwen3 235BvsSeedream 5.0 Pro
Image Elo
—vs1,283
Prompt adherence
—vs92%
Text rendering
—vs91.5%
Qwen3 235B: 0WSeedream 5.0 Pro: 3W
🏆Seedream 5.0 Pro(1/1)

Generation Latency

Time to render full-resolution image snapshot (seconds)

Benchmark
Qwen3 235BvsSeedream 5.0 Pro
Generation time
—vs3.4s
Qwen3 235B: 0WSeedream 5.0 Pro: 1W
🏆Seedream 5.0 Pro(1/1)

Cost Efficiency

API inference cost per 1,000 generated images

Benchmark
Qwen3 235BvsSeedream 5.0 Pro
Price per 1k images
—vs$90/1k
Qwen3 235B: 0WSeedream 5.0 Pro: 1W

Side-by-Side Benchmark Matrix

Image Elo
Qwen3 235B—
Seedream 5.0 Pro1,283
seed-bootstrap · Aug 1, 2026
Generation time
Qwen3 235B—
Seedream 5.0 Pro3.4s
seed-bootstrap · Aug 1, 2026
Price per 1k images
Qwen3 235B—
Seedream 5.0 Pro$90/1k
seed-bootstrap · Aug 1, 2026
Prompt adherence
Qwen3 235B—
Seedream 5.0 Pro92%
seed-bootstrap · Aug 1, 2026
Text rendering
Qwen3 235B—
Seedream 5.0 Pro91.5%
seed-bootstrap · Aug 1, 2026
BenchmarkQwen3 235BSeedream 5.0 ProAdvantage Delta
Image Elo—
1,283
seed-bootstrap · Aug 1, 2026
—
Generation time—
3.4s
seed-bootstrap · Aug 1, 2026
—
Price per 1k images—
$90/1k
seed-bootstrap · Aug 1, 2026
—
Prompt adherence—
92%
seed-bootstrap · Aug 1, 2026
—
Text rendering—
91.5%
seed-bootstrap · Aug 1, 2026
—
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 100% with Qwen3 235B
Monthly Image Production Volume25k images / month (25000 imgs)
Quick Presets:
Qwen3 235B$0.00 / mo
Rate: $0/1k
Seedream 5.0 Pro$2,250.00 / mo
Rate: $90/1k
Estimated Cost Delta

Qwen3 235B is estimated to save $2,250.00/month ($27,000/year).

Based on 25k images generated

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatinsufficient data

Need list prices.

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGinsufficient data

Need context sizes.

Screenshots / visionSeedream 5.0 Pro

Seedream 5.0 Pro is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatinsufficient dataNeed list prices.
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGinsufficient dataNeed context sizes.
Screenshots / visionSeedream 5.0 ProSeedream 5.0 Pro is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
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

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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

Seedream 5.0 Pro

Elo n/a
SWE-bench—
Speed (tok/s)—
Input / 1M Tokens$90/1k
Output / 1M Tokens$90/1k

Frequently Asked Questions

Which is better overall, Qwen3 235B or Seedream 5.0 Pro?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Qwen3 235B or Seedream 5.0 Pro?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
List prices are missing for at least one model.
Which is faster, Qwen3 235B or Seedream 5.0 Pro?
We do not have TTFT for both models.
Which has the larger context window?
Context window is missing for at least one model.
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 Seedream 5.0 Pro Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Sep 20, 2025

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

Similar Head-to-Head Comparisons

All Qwen3 235B matchups →|All Seedream 5.0 Pro matchups →
Qwen3 235B vs Qwen 2.5 Coder 32B (previous qwen)Qwen3 235B vs Qwen QwQ 32B (next qwen)Seedream 5.0 Pro vs Seedream 4.0 (previous seed)Doubao Pro 1.5 vs Qwen3 235BQwen 3 Max vs Qwen3 235BQwen Image 2.0 Pro vs Seedream 5.0 Pro