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GPT-OSS 20B vs Claude 4 Opus

Compare pricing, context windows, and strengths for GPT-OSS 20B by OpenAI and Claude 4 Opus by Anthropic - and see how to put either to work in Appaca.

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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
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Claude 4 Opus

The flagship model, focused on deep reasoning, large-scale coding and sustained multi-step agentic workflows.

View Claude 4 Opus

GPT-OSS 20B vs Claude 4 Opus at a glance

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

Spec GPT-OSS 20B Claude 4 Opus
Provider OpenAI Anthropic
Model type Text Text
Context window 128K tokens 200K tokens
Input price Free (open weight) $15 / 1M tokens
Output price Free (open weight) $75 / 1M tokens
Status Current Superseded by Claude 4.1 Opus
Key differences

How GPT-OSS 20B and Claude 4 Opus differ

What the numbers mean in practice when choosing between GPT-OSS 20B and Claude 4 Opus.

  • GPT-OSS 20B is an open-weight model with no per-token licensing fees, while Claude 4 Opus charges $15 per million input tokens.

  • Claude 4 Opus's 200K tokens context window is roughly 1.6x larger than GPT-OSS 20B's 128K tokens, so it can work across bigger codebases, contracts, or archives in one pass.

  • Claude 4 Opus has been superseded by Claude 4.1 Opus - for new builds, consider the newer model first.

Strengths side by side

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

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.

Claude 4 Opus

  • Highest capability in the family: described as “our most powerful model yet” by Anthropic.
  • Exceptional at long-running tasks requiring thousands of steps and sustained focus (e.g., continuous codebase work for hours).
  • Excellent performance on benchmarks: e.g., SWE-bench 72.5 % and Terminal-bench 43.2 %.
  • Designed for complex agentic workflows, deep reasoning, tool use, and large context windows.
  • Placed under a higher safety classification (ASL-3) due to its frontier capability and risk profile.
Appaca

Use GPT-OSS 20B or Claude 4 Opus - or both

Appaca is the AI workspace for operators. Build internal tools and AI co-workers powered by GPT-OSS 20B or Claude 4 Opus - 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-OSS 20B or Claude 4 Opus. No code, no API keys, no deployment.

Switch models without rebuilding

Start on GPT-OSS 20B, test the same tool on Claude 4 Opus, 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-OSS 20B or Claude 4 Opus - connected to the tools you already use.

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FAQs

Is GPT-OSS 20B cheaper than Claude 4 Opus?

GPT-OSS 20B is open weight and free of per-token licensing fees, while Claude 4 Opus costs $15 per million input tokens and $75 per million output tokens.

Which has the larger context window, GPT-OSS 20B or Claude 4 Opus?

Claude 4 Opus has the larger context window at 200K 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-OSS 20B or Claude 4 Opus?

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-OSS 20B, test the same tool on Claude 4 Opus, and switch at any time without rebuilding anything.

Can I use GPT-OSS 20B and Claude 4 Opus 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-OSS 20B, Claude 4 Opus, 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-OSS 20B or Claude 4 Opus

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.