Compare/Olmo 3.1 32B Think vs GPT-5.4 nano (medium)

Olmo 3.1 32B ThinkvsGPT-5.4 nano (medium)

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
88 tok/s
TTFT
0.66s
OpenAI

GPT-5.4 nano (medium)

Input
$0.2/M
Output
$1.25/M
Speed
171 tok/s
TTFT
2.38s

Winner by Category

Cheaper
Olmo 3.1 32B Think
Faster (tok/s)
GPT-5.4 nano (medium)
Lower Latency
Olmo 3.1 32B Think
Benchmarks (5-6)
GPT-5.4 nano (medium)

Pricing Comparison

MetricOlmo 3.1 32B ThinkGPT-5.4 nano (medium)
Input ($/M tokens)$0$0.2
Output ($/M tokens)$0$1.25
Cost for 1M input + 100K output tokens:
Olmo 3.1 32B Think$0.00
GPT-5.4 nano (medium)$0.33

Speed Comparison

Output Speed (tokens/s) — higher is better
Olmo 3.1 32B Think
88 tok/s
GPT-5.4 nano (medium)
171 tok/s
Time to First Token (seconds) — lower is better
Olmo 3.1 32B Think
0.66s
GPT-5.4 nano (medium)
2.38s

Benchmark Comparison

Data from Artificial Analysis API — 12 benchmarks

Intelligence Index
13.938.1
Coding Index
9.835.0
Math Index
77.3
GPQA Diamond
59.1%76.1%
MMLU-Pro
76.3%
LiveCodeBench
69.5%
AIME 2025
77.3%
MATH-500
Humanity's Last Exam
6.0%14.7%
SciCode
29.3%38.4%
IFBench
66.0%64.4%
TerminalBench
0.0%33.3%
Olmo 3.1 32B Think5 wins
6 winsGPT-5.4 nano (medium)

Frequently Asked Questions

Which is cheaper, Olmo 3.1 32B Think or GPT-5.4 nano (medium)?

Olmo 3.1 32B Think is cheaper overall. Its blended price (3:1 input/output ratio) is $0.00/M tokens vs $0.46/M for GPT-5.4 nano (medium).

Which model performs better on benchmarks?

GPT-5.4 nano (medium) wins 6 out of 12 benchmarks compared to 5 for Olmo 3.1 32B Think. See the detailed benchmark chart above for per-category results.

Which is faster for real-time applications?

GPT-5.4 nano (medium) generates tokens faster at 171 tok/s vs 88 tok/s. Olmo 3.1 32B Think also has lower time-to-first-token (0.66s vs 2.38s).

When should I use Olmo 3.1 32B Think vs GPT-5.4 nano (medium)?

Choose based on your priorities: Olmo 3.1 32B Think for lower cost, GPT-5.4 nano (medium) for stronger benchmark performance, and GPT-5.4 nano (medium) for faster generation. For latency-sensitive apps, check the TTFT comparison above.