Compare/DeepSeek R1 Distill Qwen 32B vs Step 3.5 Flash

DeepSeek R1 Distill Qwen 32BvsStep 3.5 Flash

Side-by-side comparison of pricing, 12 benchmarks, and generation speed.

DeepSeek

DeepSeek R1 Distill Qwen 32B

Input
$0.27/M
Output
$0.27/M
Speed
59 tok/s
TTFT
0.49s
StepFun

Step 3.5 Flash

Input
$0.1/M
Output
$0.3/M
Speed
93 tok/s
TTFT
3.48s

Winner by Category

Cheaper
Step 3.5 Flash
Faster (tok/s)
Step 3.5 Flash
Lower Latency
DeepSeek R1 Distill Qwen 32B
Benchmarks (5-7)
Step 3.5 Flash

Pricing Comparison

MetricDeepSeek R1 Distill Qwen 32BStep 3.5 Flash
Input ($/M tokens)$0.27$0.1
Output ($/M tokens)$0.27$0.3
Cost for 1M input + 100K output tokens:
DeepSeek R1 Distill Qwen 32B$0.30
Step 3.5 Flash$0.13

Speed Comparison

Output Speed (tokens/s) — higher is better
DeepSeek R1 Distill Qwen 32B
59 tok/s
Step 3.5 Flash
93 tok/s
Time to First Token (seconds) — lower is better
DeepSeek R1 Distill Qwen 32B
0.49s
Step 3.5 Flash
3.48s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
17.237.8
Coding Index
31.6
Math Index
63.0
GPQA Diamond
61.5%83.1%
MMLU-Pro
73.9%
LiveCodeBench
27.0%
AIME 2025
63.0%
MATH-500
94.1%
Humanity's Last Exam
5.5%19.1%
SciCode
37.6%40.4%
IFBench
22.9%64.6%
TerminalBench
27.3%
DeepSeek R1 Distill Qwen 32B5 wins
7 winsStep 3.5 Flash

Frequently Asked Questions

Which is cheaper, DeepSeek R1 Distill Qwen 32B or Step 3.5 Flash?

Step 3.5 Flash is cheaper overall. Its blended price (3:1 input/output ratio) is $0.15/M tokens vs $0.27/M for DeepSeek R1 Distill Qwen 32B.

Which model performs better on benchmarks?

Step 3.5 Flash wins 7 out of 12 benchmarks compared to 5 for DeepSeek R1 Distill Qwen 32B. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

Step 3.5 Flash generates tokens faster at 93 tok/s vs 59 tok/s. DeepSeek R1 Distill Qwen 32B also has lower time-to-first-token (0.49s vs 3.48s).

When should I use DeepSeek R1 Distill Qwen 32B vs Step 3.5 Flash?

Choose based on your priorities: Step 3.5 Flash for lower cost, Step 3.5 Flash for stronger benchmark performance, and Step 3.5 Flash for faster generation. For latency-sensitive apps, check the TTFT comparison above.