Why is this comparison indexable?

It has 3 verifiable comparison points, and both models have pricing or benchmark data.

Are missing metrics invented?

No. Metrics without LMSpeed data are omitted from this report.

Back to models

Data points: 40

Key Takeaways

The readout for DeepSeek V3.2 Exp and Qwen3, before the detailed comparison sheet.

Decision read

Qwen3

Qwen3 currently has the stronger profile, with verified wins split 0 to 3.

Evidence depth

40 data points

Includes 8 benchmark rows, 0 audit samples, and 0 provider examples.

Selection signal

Start with Qwen3

The charts below split 8 high-signal samples across speed, scores, and audit health.

Change comparison

Switch either side of this report to compare another model with the same LMSpeed data pipeline.

Model AModel B

Select a different model to open a new comparison URL.

Model compare DeepSeek V3.2 Exp vs Qwen3 deepseek-v3-2-exp-vs-qwen3	Model A DeepSeek V3.2 Exp	Model B Qwen3
Overall leader	Contender	Leading
Verified metric wins	0 wins	3 wins
Where it leads	No data

Model compare

DeepSeek V3.2 Exp vs Qwen3

deepseek-v3-2-exp-vs-qwen3

Model A

DeepSeek V3.2 Exp

Model B

Qwen3

Overall leader

Contender

Leading

Verified metric wins

0 wins

3 wins

Where it leads

No data

Benchmark score comparison

Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.

Category performance

Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.

Model A coverage: 2 / 8
Model B coverage: 5 / 8
Shared: 2 shared categories

DeepSeek V3.2 ExpQwen3

Avg. score

DeepSeek V3.2 Exp

51.5

Avg. score

Qwen3

63.6

Selected category

Coding

DeepSeek V3.2 Exp leads by 6.7

Professional benchmark details

Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.

Group

Pricingverified

Output price

SourceDeepSeek V3.2 Exp (Non-reasoning)

DeepSeek V3.2 Exp

winner

$0.420/M

Rank #17/138 · confidence 4

+$0.380/M

Qwen3

$0.800/M

Rank #28/138 · confidence 4

Pricingverified

Blended price

SourceDeepSeek V3.2 Exp (Non-reasoning)

DeepSeek V3.2 Exp

winner

$0.315/M

Rank #26/138 · confidence 4

+$0.035/M

Qwen3

$0.350/M

Rank #28/138 · confidence 4

Pricingverified

Input price

SourceDeepSeek V3.2 Exp (Non-reasoning)

DeepSeek V3.2 Exp

$0.280/M

Rank #39/138 · confidence 4

+$0.080/M

Qwen3

winner

$0.200/M

Rank #27/138 · confidence 4

Reasoningverified

MMLU-Pro

SourceDeepSeek V3.2 Exp (Non-reasoning)

DeepSeek V3.2 Exp

winner

83.6%

Rank #34/113 · confidence 4

+5.9%

Qwen3

77.7%

Rank #70/113 · confidence 4

Reasoningverified

HLE

SourceDeepSeek V3.2 Exp (Non-reasoning)

DeepSeek V3.2 Exp

winner

8.6%

Rank #73/150 · confidence 4

+1.8%

Qwen3

6.8%

Rank #87/150 · confidence 4

Reasoningverified

GPQA

SourceDeepSeek V3.2 Exp (Non-reasoning)

DeepSeek V3.2 Exp

winner

73.8%

Rank #79/152 · confidence 4

+7.9%

Qwen3

65.9%

Rank #102/152 · confidence 4

Codingverified

LiveCodeBench

SourceDeepSeek V3.2 Exp (Non-reasoning)

DeepSeek V3.2 Exp

winner

55.4%

Rank #53/108 · confidence 4

+3.9%

Qwen3

51.5%

Rank #58/108 · confidence 4

Codingverified

SciCode

SourceDeepSeek V3.2 Exp (Non-reasoning)

DeepSeek V3.2 Exp

winner

39.9%

Rank #53/149 · confidence 4

+9.5%

Qwen3

30.4%

Rank #110/149 · confidence 4

API audit comparison

Latest completed audits from shared providers, with four safety and integrity score groups plus report links.

Provider	DeepSeek V3.2 Exp	Qwen3
No completed audits are available from shared providers yet.

Provider examples

Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.

Provider	DeepSeek V3.2 Exp	Qwen3
No shared provider examples are available yet.

When to choose each model

This report only uses LMSpeed data for DeepSeek V3.2 Exp and Qwen3: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.

Guidance	DeepSeek V3.2 Exp	Qwen3
When to choose each model	DeepSeek V3.2 Exp DeepSeek V3.2 Exp does not clearly lead on the verified metrics here, so check provider-specific pricing before choosing.	Qwen3 Qwen3 is stronger when you prioritize Free providers, Provider coverage, Recent tests.

FAQ

TL;DR: Qwen3 leads across 40 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.

Why is this comparison indexable?: It has 3 verifiable comparison points, and both models have pricing or benchmark data.
Are missing metrics invented?: No. Metrics without LMSpeed data are omitted from this report.

Continue from DeepSeek V3.2 Exp vs Qwen3 into nearby model comparisons with enough verified LMSpeed data.

Model metadata	DeepSeek V3.2 Exp exposes 163.8K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs.	Qwen3 exposes 262.1K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs.
Developer	DeepSeek	No data
Context window	163.8K tokens	262.1K tokens
Max output	65.5K tokens	16.4K tokens
Released	No data	Jul 2025
Modalities	Input Text Output Text	Input Text Output Text
Features	Text inputText outputTool callingStructured outputsJSON modeReasoning	Text inputText outputTool callingStructured outputsJSON mode
Parameters	No data	235B / 22B active
Tokenizer	DeepSeek	Qwen3
Knowledge cutoff	2025-07-31	2025-06-30
OpenRouter ID	deepseek/deepseek-v3.2-exp	qwen/qwen3-235b-a22b-2507
References	No data	No data

Key Takeaways

Change comparison

DeepSeek V3.2 Exp vs Qwen3

DeepSeek V3.2 Exp

Qwen3

Benchmark score comparison

Category performance

Professional benchmark details

Output price

Blended price

Input price

MMLU-Pro

HLE

GPQA

LiveCodeBench

SciCode

API audit comparison

Provider examples

When to choose each model

FAQ

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