Compare/Step 3.5 Flash 2603 vs gpt-oss-120B (high)

Step 3.5 Flash 2603vsgpt-oss-120B (high)

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

StepFun

Step 3.5 Flash 2603

Input
$0/M
Output
$0/M
Speed
161 tok/s
TTFT
0.80s
OpenAI

gpt-oss-120B (high)

Input
$0.15/M
Output
$0.6/M
Speed
208 tok/s
TTFT
0.55s

Winner by Category

Cheaper
Step 3.5 Flash 2603
Faster (tok/s)
gpt-oss-120B (high)
Lower Latency
gpt-oss-120B (high)
Benchmarks (5-6)
gpt-oss-120B (high)

Pricing Comparison

MetricStep 3.5 Flash 2603gpt-oss-120B (high)
Input ($/M tokens)$0$0.15
Output ($/M tokens)$0$0.6
Cost for 1M input + 100K output tokens:
Step 3.5 Flash 2603$0.00
gpt-oss-120B (high)$0.21

Speed Comparison

Output Speed (tokens/s) — higher is better
Step 3.5 Flash 2603
161 tok/s
gpt-oss-120B (high)
208 tok/s
Time to First Token (seconds) — lower is better
Step 3.5 Flash 2603
0.80s
gpt-oss-120B (high)
0.55s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
38.533.3
Coding Index
34.628.6
Math Index
93.4
GPQA Diamond
82.6%78.2%
MMLU-Pro
80.8%
LiveCodeBench
87.8%
AIME 2025
93.4%
MATH-500
Humanity's Last Exam
22.6%18.5%
SciCode
38.5%38.9%
IFBench
66.5%69.0%
TerminalBench
32.6%23.5%
Step 3.5 Flash 26035 wins
6 winsgpt-oss-120B (high)

Frequently Asked Questions

Which is cheaper, Step 3.5 Flash 2603 or gpt-oss-120B (high)?

Step 3.5 Flash 2603 is cheaper overall. Its blended price (3:1 input/output ratio) is $0.00/M tokens vs $0.26/M for gpt-oss-120B (high).

Which model performs better on benchmarks?

gpt-oss-120B (high) wins 6 out of 12 benchmarks compared to 5 for Step 3.5 Flash 2603. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

gpt-oss-120B (high) generates tokens faster at 208 tok/s vs 161 tok/s. However, gpt-oss-120B (high) has lower time-to-first-token (0.55s vs 0.80s).

When should I use Step 3.5 Flash 2603 vs gpt-oss-120B (high)?

Choose based on your priorities: Step 3.5 Flash 2603 for lower cost, gpt-oss-120B (high) for stronger benchmark performance, and gpt-oss-120B (high) for faster generation. For latency-sensitive apps, check the TTFT comparison above.