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GPT-5.1 vs GPT-OSS 20B

Compare pricing, context windows, and strengths for GPT-5.1 by OpenAI and GPT-OSS 20B by OpenAI - and see how to put either to work in Appaca.

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GPT-5.1

Flagship model for coding, reasoning, and agentic tasks with adjustable reasoning depth and multimodal input/output.

View GPT-5.1
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GPT-OSS 20B

A 21-billion-parameter open-weight model from OpenAI, designed for efficient reasoning and long-context usage (≈ 128K tokens).

View GPT-OSS 20B

GPT-5.1 vs GPT-OSS 20B at a glance

Specs and pricing side by side, from the Appaca AI models directory.

Spec GPT-5.1 GPT-OSS 20B
Provider OpenAI OpenAI
Model type Text Text
Context window 400K tokens 128K tokens
Input price $1.25 / 1M tokens Free (open weight)
Output price $10 / 1M tokens Free (open weight)
Status Current Current
Key differences

How GPT-5.1 and GPT-OSS 20B differ

What the numbers mean in practice when choosing between GPT-5.1 and GPT-OSS 20B.

  • GPT-OSS 20B is an open-weight model with no per-token licensing fees, while GPT-5.1 charges $1.25 per million input tokens.

  • GPT-5.1's 400K tokens context window is roughly 3.1x larger than GPT-OSS 20B's 128K tokens, so it can work across bigger codebases, contracts, or archives in one pass.

Strengths side by side

Where each model shines, according to benchmarks and provider positioning.

GPT-5.1

1. Configurable Reasoning for Agentic Tasks

  • Built to excel in autonomous or semi-autonomous coding workflows, with adjustable reasoning effort for planning, refactoring and debugging.

2. Fast Multi-Modal Input with Large Output

  • Accepts both text and image inputs while producing text outputs.
  • Offers up to 128 k output tokens, allowing long responses and code generation across multiple files.

3. Large Context & Knowledge Cut-Off

  • 400 k token context window supports processing large codebases or documents.
  • Knowledge cut-off of Sep 30 2024 ensures familiarity with recent tools and frameworks.

4. Reasoning Token Support

  • Provides explicit support for reasoning tokens, enabling developers to fine-tune the balance between reasoning depth and speed.

GPT-OSS 20B

  • Open-weight / Apache 2.0 licensed: you can use, modify, and deploy freely (commercially & academically) under permissive terms.
  • Large model size (≈ 21B parameters) with Mixture-of-Experts (MoE) architecture: only ~3.6B parameters active per token, yielding efficient inference.
  • Very long context window support: up to ~128 K tokens (or ~131 K tokens per some sources) enabling in-depth reasoning, long documents, or multi-turn context.
  • Adjustable reasoning effort: you can trade latency vs quality by tuning “reasoning effort” levels.
  • Efficient hardware requirements (for its class): designed to run on a single 16 GB-class GPU or optimized local deployments for lower latency applications.
  • Strong for tasks such as reasoning, tool-use, structured output, chain-of-thought debugging: because the model is open and you can inspect its chain of thought.
  • Flexibility: since weights are available, you can self-host, fine-tune, or deploy offline, giving more control than closed API models.
Appaca

Use GPT-5.1 or GPT-OSS 20B - or both

Appaca is the AI workspace for operators. Build internal tools and AI co-workers powered by GPT-5.1 or GPT-OSS 20B - connected to your real data and ready for your whole team. No code, no deployment.

Describe it, and it's built

Tell the Appaca agent the internal tool you need and it builds a working app powered by GPT-5.1 or GPT-OSS 20B. No code, no API keys, no deployment.

Switch models without rebuilding

Start on GPT-5.1, test the same tool on GPT-OSS 20B, and keep whichever performs better - the rest of your app stays exactly as it is.

Automated for the whole team

Schedule tools to run on autopilot - daily digests, weekly reports, real-time triggers - and share them with your whole team from one workspace.

Describe it, and it's built

Tell the Appaca agent what your team needs and it builds a working app powered by GPT-5.1 or GPT-OSS 20B - connected to the tools you already use.

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FAQs

Is GPT-5.1 cheaper than GPT-OSS 20B?

GPT-OSS 20B is open weight and free of per-token licensing fees, while GPT-5.1 costs $1.25 per million input tokens and $10 per million output tokens.

Which has the larger context window, GPT-5.1 or GPT-OSS 20B?

GPT-5.1 has the larger context window at 400K tokens, compared to 128K tokens for GPT-OSS 20B. A larger window means the model can consider more text at once - useful for long contracts, codebases, or months of records.

Should I use GPT-5.1 or GPT-OSS 20B?

It depends on the job. Compare the pricing, context window, and strengths above against your workload - and remember the choice isn't permanent. In Appaca you can build a tool on GPT-5.1, test the same tool on GPT-OSS 20B, and switch at any time without rebuilding anything.

Can I use GPT-5.1 and GPT-OSS 20B without writing code?

Yes. Appaca is a no-code AI workspace: describe the internal tool your team needs and the Appaca agent builds it as a working app powered by GPT-5.1, GPT-OSS 20B, or any other model in the directory - with a built-in database, team access, and integrations. No API keys to wire up and nothing to deploy.

Build AI tools with GPT-5.1 or GPT-OSS 20B

Describe the tool your team needs and get a working app powered by the model you choose - with a built-in database, team access, and integrations. No code, no deployment.