AI Models · Open-Source vs Paid

gpt-oss-120b Open vs Gemini 3.1 Pro Preview Paid

gpt-oss-120b vs Gemini 3.1 Pro Preview compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.

Prices & specs refreshed from live data · OpenSourceAI.tech

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

Choose gpt-oss-120b if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Gemini 3.1 Pro Preview if you want frontier capability through a managed API with zero infrastructure to run.

gpt-oss-120b vs Gemini 3.1 Pro Preview specs

Specgpt-oss-120bGemini 3.1 Pro Preview
MakerOpenAIGoogle
TypeOpen-weightProprietary
Context window131K tokens1M tokens
Input price$0.04/M · free self-host$2/M
Output price$0.17/M · free self-host$12/M
Vision / multimodalNoYes
Tool / function callingYesYes
Self-hostableYesNo (API only)
LicenseApache 2.0Proprietary

Feature comparison

Capabilitygpt-oss-120bGemini 3.1 Pro Preview
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: gpt-oss-120b vs Gemini 3.1 Pro Preview

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

gpt-oss-120b delivers 8.8× more intelligence per dollar.
gpt-oss-120b
Gemini 3.1 Pro Preview
Intelligence index
23.8
46.5
Coding index
30.4
68.8
Math index
93.4
GPQA
78.2%
94.1%
MMLU-Pro
80.8%
Humanity's Last Exam
18.5%
44.7%
Long Context Reasoning
50.7%
72.7%
LiveCodeBench
87.8%
SciCode
38.9%
58.9%
AIME 2025
93.4%
IFBench
69%
77.1%
τ²-Bench
65.8%
95.6%
τ-Bench Banking
12%
16.5%
Terminal-Bench
26.2%
73.8%
Terminal-Bench Hard
23.5%
53.8%
Speed
303.3 tok/s
137.1 tok/s
Latency
0.5s
23.58s
Intelligence per $
90.8
10.3

Benchmark data by Artificial Analysis.

How gpt-oss-120b and Gemini 3.1 Pro Preview score

🏆 Best value & openness: gpt-oss-120b (4.4 vs 3.2 / 5)
Criteriongpt-oss-120bGemini 3.1 Pro Preview
Cost-efficiency5.03.5
Context window3.55.0
Openness5.01.5
Self-hosting5.01.0
Multimodality3.55.0

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

gpt-oss-120b Open

OpenAI · Open-weight

gpt-oss-120b is an open-weight, 117B-parameter Mixture-of-Experts (MoE) language model from OpenAI designed for high-reasoning, agentic, and general-purpose production use cases. It activates 5.1B parameters per forward pass and is optimize

Gemini 3.1 Pro Preview Paid

Google · Proprietary

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation.

Other models in these families

These variants are tracked but not compared here — one page per family keeps the comparison readable.

Other variants tracked
gpt-oss-20bgpt-oss-20b (free)gpt-oss-safeguard-20b
Other variants tracked
Gemini 2.5 Pro

Frequently asked questions

Is gpt-oss-120b as good as Gemini 3.1 Pro Preview?

gpt-oss-120b is open-weight and competitive on many tasks, but Gemini 3.1 Pro Preview may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.

Can I run gpt-oss-120b locally?

Yes. gpt-oss-120b has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Gemini 3.1 Pro Preview is API-only and cannot be self-hosted.

How much cheaper is gpt-oss-120b?

gpt-oss-120b costs $0.17/M output vs $12/M for Gemini 3.1 Pro Preview — roughly 71x cheaper via API, and free if you self-host.

gpt-oss-120b vs Gemini 3.1 Pro Preview — which should I pick in 2026?

Choose gpt-oss-120b if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Gemini 3.1 Pro Preview if you want frontier capability through a managed API with zero infrastructure to run.

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