Compare/Olmo 3.1 32B Think vs gpt-oss-120B (high)

Olmo 3.1 32B Thinkvsgpt-oss-120B (high)

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

Allen Institute for AI

Olmo 3.1 32B Think

Input
$0/M
Output
$0/M
Speed
97 tok/s
TTFT
0.43s
OpenAI

gpt-oss-120B (high)

Input
$0.15/M
Output
$0.6/M
Speed
235 tok/s
TTFT
0.50s

Winner by Category

Cheaper
Olmo 3.1 32B Think
Faster (tok/s)
gpt-oss-120B (high)
Lower Latency
Olmo 3.1 32B Think
Benchmarks (0-11)
gpt-oss-120B (high)

Pricing Comparison

MetricOlmo 3.1 32B Thinkgpt-oss-120B (high)
Input ($/M tokens)$0$0.15
Output ($/M tokens)$0$0.6
Cost for 1M input + 100K output tokens:
Olmo 3.1 32B Think$0.00
gpt-oss-120B (high)$0.21

Speed Comparison

Output Speed (tokens/s) — higher is better
Olmo 3.1 32B Think
97 tok/s
gpt-oss-120B (high)
235 tok/s
Time to First Token (seconds) — lower is better
Olmo 3.1 32B Think
0.43s
gpt-oss-120B (high)
0.50s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
13.933.3
Coding Index
9.828.6
Math Index
77.393.4
GPQA Diamond
59.1%78.2%
MMLU-Pro
76.3%80.8%
LiveCodeBench
69.5%87.8%
AIME 2025
77.3%93.4%
MATH-500
Humanity's Last Exam
6.0%18.5%
SciCode
29.3%38.9%
IFBench
66.0%69.0%
TerminalBench
0.0%23.5%
Olmo 3.1 32B Think0 wins
11 winsgpt-oss-120B (high)

Frequently Asked Questions

Which is cheaper, Olmo 3.1 32B Think or gpt-oss-120B (high)?

Olmo 3.1 32B Think 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 11 out of 12 benchmarks compared to 0 for Olmo 3.1 32B Think. 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 235 tok/s vs 97 tok/s. Olmo 3.1 32B Think also has lower time-to-first-token (0.43s vs 0.50s).

When should I use Olmo 3.1 32B Think vs gpt-oss-120B (high)?

Choose based on your priorities: Olmo 3.1 32B Think 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.