Model Comparison

Qwen3 235B A22B 2507 Instruct
vs. M (Reasoning)

Comparing 2 AI models · 12 benchmarks · Alibaba, Sarvam

Recommended Pick

Alibaba logoQwen3 235B A22B 2507 Instruct14 metric wins

Strongest on: Throughput, Reasoning, Intelligence

Lowest Price

Sarvam logo

M (Reasoning)

$0.00/1M input price

Best Reasoning

Alibaba logo

Qwen3 235B A22B 2507 Instruct

59.6 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

Price gap

M (Reasoning) is ∞x cheaper on input tokens than Qwen3 235B A22B 2507 Instruct.

Reasoning gap

Qwen3 235B A22B 2507 Instruct leads M (Reasoning) by 29.0 points on reasoning.

Top-pick rationale

Qwen3 235B A22B 2507 Instruct wins 14 measurable categories, including Throughput, Reasoning, Intelligence, GPQA.

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 235B A22B 2507 Instruct

Alibaba

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting
Sarvam logo

M (Reasoning)

Sarvam

Waiting

TTFT

Time

tok/s

Tokens

Cost

Waiting

Which answer was more useful?

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Full Comparison

Metric
Top Pick
Alibaba logoQwen3 235B A22B 2507 Instruct
Alibaba
Sarvam logoM (Reasoning)
Sarvam
Pricing per 1M tokens
Input Cost$0.70/1M$0.00/1M
Output Cost$2.80/1M$0.00/1M
Blended (3:1)$1.22/1M
Specifications
OrganizationAlibabaSarvam
Release DateJul 21, 2025May 23, 2025
Performance & Speed
Throughput66.0 tok/s
TTFT1127ms
Latency1127ms
Composite Indices
Value Score100.0
Reasoning Score59.630.6
Intelligence18.23.0
Math71.7
Standard Benchmarks
GPQA75.3%41.6%
MMLU Pro82.8%69.6%
HLE10.6%3.3%
LiveCodeBench52.4%29.5%
MATH 50098.0%84.7%
AIME 202571.7%
AIME (Original)71.7%20.3%
SciCode36.0%17.8%
LCR31.2%0.0%
IFBench46.1%31.8%
TAU-bench v233.3%0.0%
TerminalBench Hard15.2%2.3%

Key Takeaways

M (Reasoning) offers the best value at $0.00/1M,making it ideal for high-volume applications and cost-conscious projects.

Qwen3 235B A22B 2507 Instruct has the strongest reasoning profile with a 59.6 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 235B A22B 2507 Instruct

  • Complex reasoning tasks
  • Research & analysis
Sarvam logo

M (Reasoning)

  • Cost-sensitive applications
  • High-volume processing