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Get started freeGPT-OSS 120B vs Claude 4 Opus
Compare GPT-OSS 120B and Claude 4 Opus. Build AI products powered by either model on Appaca.
Model Comparison
| Feature | GPT-OSS 120B | Claude 4 Opus |
|---|---|---|
| Provider | OpenAI | Anthropic |
| Model Type | text | text |
| Context Window | 131,072 tokens | 200,000 tokens |
| Input Cost | $0.00/ 1M tokens | $15.00/ 1M tokens |
| Output Cost | $0.00/ 1M tokens | $75.00/ 1M tokens |
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With Appaca you don't have to pick — build apps that are powered by GPT-OSS 120B, Claude 4 Opus, for your specific use case.
Build your first app freeStrengths & Best Use Cases
GPT-OSS 120B
OpenAI1. Most powerful open-weight model
- 117B parameters (5.1B active) while fitting on a single H100 GPU.
- High reasoning quality compared to other open models.
2. Apache 2.0 license
- Fully permissive, no copyleft or patent restrictions.
- Safe for commercial products, research, and redistribution.
3. Configurable reasoning effort
- Supports adjustable reasoning: low, medium, high.
- Lets developers balance latency vs. depth.
4. Full chain-of-thought access
- Unlike closed commercial models, this exposes complete reasoning traces.
- Useful for debugging, auditing, safety research, and transparency.
5. Fine-tunable
- Fully supports parameter fine-tuning.
- Can be adapted to domain-specific workflows and proprietary datasets.
6. Agentic capabilities
- Built-in function calling.
- Native support for web browsing, Python execution, and structured outputs.
- Ideal for open-source agents, full-stack automation, and developer tooling.
7. Tooling ecosystem support
- Compatible with Chat Completions, Responses API, Assistants, Realtime, Batch, and Fine-tuning endpoints.
- Supports Image Generation, Code Interpreter (via Python runtime), and more.
8. Open-source availability
- Downloadable on HuggingFace for local or on-prem deployment.
- Supports full offline, private, or self-hosted usage.
9. Streaming + function calling support
- Real-time interactions.
- Strong for interactive agents, coding assistants, and UI-driven workflows.
Claude 4 Opus
Anthropic- 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.
Prompts to Get Started
Use these prompts to power AI products you build on Appaca. Each works great with the models above.
Best for GPT-OSS 120B
textCharacter Reference Letter
Write a strong character reference letter for a legal, academic, or personal matter. Attests to someone's integrity and character.
History Timeline Activity
Create a timeline activity to help students understand historical sequence and causation.
Educational Explainer Article
Write a clear explainer article that teaches a concept to a non-expert audience.
Best for Claude 4 Opus
textESG Reporting Framework
Design an ESG reporting framework for a company to track sustainability metrics.
Lease Renewal Offer Letter
Write a lease renewal offer letter to a current tenant. Clearly presents new terms and expresses desire to continue the relationship.
Dating App Opening Message
Write a genuine, creative opening message for a dating app match. Stands out by referencing their profile specifically.