Model Comparison

Qwen3 VL 30B A3B (Reasoning)
vs. Ring-flash-2.0

Comparing 2 AI models · 10 benchmarks · Alibaba, InclusionAI

Recommended Pick

InclusionAI logoRing-flash-2.09 metric wins

Strongest on: Value, Input price, Output price

Best Value

InclusionAI logo

Ring-flash-2.0

100.0 value score

51.5 reasoning / $0.25/1M

Lowest Price

InclusionAI logo

Ring-flash-2.0

$0.14/1M input price

Best Reasoning

Alibaba logo

Qwen3 VL 30B A3B (Reasoning)

51.8 reasoning score

Blends available reasoning benchmarks

Composite Indices

Higher is better; speed and price are normalized

Standard Benchmarks

Only benchmarks with data are shown

Differences That Matter

Best value

Ring-flash-2.0 has the strongest quality-to-price mix at 100.0 out of 100 value points.

Price gap

Ring-flash-2.0 is 1.4x cheaper on input tokens than Qwen3 VL 30B A3B (Reasoning).

Reasoning gap

Qwen3 VL 30B A3B (Reasoning) leads Ring-flash-2.0 by 0.3 points on reasoning.

Top-pick rationale

Ring-flash-2.0 wins 9 measurable categories, including Value, Input price, Output price, Blended price.

Live compare

Response Face-Off

Run one prompt through the selected models and compare response quality with live speed and cost context.

Alibaba logo

Qwen3 VL 30B A3B (Reasoning)

Alibaba

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting
InclusionAI logo

Ring-flash-2.0

InclusionAI

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting

Which answer was more useful?

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Full Comparison

Metric
Alibaba logoQwen3 VL 30B A3B (Reasoning)
Alibaba
Top Pick
InclusionAI logoRing-flash-2.0
InclusionAI
Pricing per 1M tokens
Input Cost$0.20/1M$0.14/1M
Output Cost$2.40/1M$0.57/1M
Blended (3:1)$0.75/1M$0.25/1M
Specifications
OrganizationAlibabaInclusionAI
Release DateOct 3, 2025Sep 19, 2025
Performance & Speed
Throughput
TTFT
Latency
Composite Indices
Value Score33.2100.0
Reasoning Score51.851.5
Intelligence13.48.0
Math82.383.7
Standard Benchmarks
GPQA72.0%72.5%
MMLU Pro80.7%79.3%
HLE8.9%9.6%
LiveCodeBench69.7%62.8%
AIME 202582.3%83.7%
SciCode28.8%16.8%
LCR42.7%23.7%
IFBench45.1%43.3%
TAU-bench v219.9%0.0%
TerminalBench Hard5.3%7.6%

Key Takeaways

Ring-flash-2.0 offers the best value at $0.14/1M,making it ideal for high-volume applications and cost-conscious projects.

Qwen3 VL 30B A3B (Reasoning) has the strongest reasoning profile with a 51.8 reasoning score,combining the available reasoning-heavy benchmarks.

All models support context windows of ∞+ tokens,suitable for processing lengthy documents and maintaining extended conversations.

When to Choose Each Model

Alibaba logo

Qwen3 VL 30B A3B (Reasoning)

  • Complex reasoning tasks
  • Research & analysis
InclusionAI logo

Ring-flash-2.0

  • Cost-sensitive applications
  • High-volume processing