Model Comparison
GPT-5.4 vs GPT OSS 20B HighWhich is better in 2026?
GPT-5.4 significantly outperforms across most benchmarks. GPT OSS 20B High is 28.1x cheaper per token.
Verdict: GPT-5.4 vs GPT OSS 20B High — which is better?
GPT-5.4 (by OpenAI) and GPT OSS 20B High (by OpenAI) are two of the AI models people compare most. Here is how they stack up on benchmarks, price and capabilities, and which one to pick in 2026.
GPT-5.4 outperforms in 1 benchmarks (GPQA), while GPT OSS 20B High is better at 0 benchmarks. GPT-5.4 significantly outperforms across most benchmarks.
On price, GPT OSS 20B High is roughly 28.1x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.
GPT-5.4 also accepts a larger context window (1,000,000 input tokens), making it the stronger choice for long documents and large codebases.
Choose GPT-5.4 if…
- you want the strongest raw capability — it leads on 1 of 1 shared benchmarks
- you process long inputs — it offers a 1,000,000 token context window
- you want the most recent training data — it shipped Mar 2026
Choose GPT OSS 20B High if…
- cost matters — it's about 28.1x cheaper per token
- you need open weights you can self-host or fine-tune
Performance Benchmarks
Comparative analysis across standard metrics
GPT-5.4 outperforms in 1 benchmarks (GPQA), while GPT OSS 20B High is better at 0 benchmarks.
GPT-5.4 significantly outperforms across most benchmarks.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
For input processing, GPT-5.4 ($2.50/1M tokens) is 25.0x more expensive than GPT OSS 20B High ($0.10/1M tokens).
For output processing, GPT-5.4 ($15.00/1M tokens) is 30.0x more expensive than GPT OSS 20B High ($0.50/1M tokens).
In conclusion, GPT-5.4 is more expensive than GPT OSS 20B High.*
* Using a 3:1 ratio of input to output tokens
Context Window
Maximum input and output token capacity
GPT-5.4 accepts 1,000,000 input tokens compared to GPT OSS 20B High's 131,072 tokens. GPT OSS 20B High can generate longer responses up to 131,072 tokens, while GPT-5.4 is limited to 128,000 tokens.
Input Capabilities
Supported data types and modalities
GPT-5.4 supports multimodal inputs, whereas GPT OSS 20B High does not.
GPT-5.4 can handle both text and other forms of data like images, making it suitable for multimodal applications.
GPT-5.4
GPT OSS 20B High
License
Usage and distribution terms
GPT-5.4 is licensed under a proprietary license, while GPT OSS 20B High uses Apache 2.0.
License differences may affect how you can use these models in commercial or open-source projects.
Proprietary
Closed source
Apache 2.0
Open weights
Release Timeline
When each model was launched
GPT-5.4 was released on 2026-03-05, while GPT OSS 20B High was released on 2025-08-05.
GPT-5.4 is 7 months newer than GPT OSS 20B High.
Mar 5, 2026
3 months ago
7mo newerAug 5, 2025
10 months ago
Knowledge Cutoff
When training data ends
Neither model specifies a knowledge cutoff date.
Unable to compare the recency of their training data.
Provider Availability
GPT-5.4 is available from OpenAI. GPT OSS 20B High is available from OpenAI.
GPT-5.4
GPT OSS 20B High
Outputs Comparison
Key Takeaways
GPT-5.4
View detailsOpenAI
Detailed Comparison
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FAQ
Common questions about GPT-5.4 vs GPT OSS 20B High.