Model Comparison
GPT-5.4 vs Grok Code Fast 1Which is better in 2026?
Comparing GPT-5.4 and Grok Code Fast 1 across benchmarks, pricing, and capabilities.
Verdict: GPT-5.4 vs Grok Code Fast 1 — which is better?
GPT-5.4 (by OpenAI) and Grok Code Fast 1 (by xAI) 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.
On price, Grok Code Fast 1 is roughly 10.7x 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 process long inputs — it offers a 1,000,000 token context window
- you want the most recent training data — it shipped Mar 2026
Choose Grok Code Fast 1 if…
- cost matters — it's about 10.7x cheaper per token
Performance Benchmarks
Comparative analysis across standard metrics
GPT-5.4 and Grok Code Fast 1 don't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.
Arena Performance
Human preference votes
Pricing Analysis
Price comparison per million tokens
For input processing, GPT-5.4 ($2.50/1M tokens) is 12.5x more expensive than Grok Code Fast 1 ($0.20/1M tokens).
For output processing, GPT-5.4 ($15.00/1M tokens) is 10.0x more expensive than Grok Code Fast 1 ($1.50/1M tokens).
In conclusion, GPT-5.4 is more expensive than Grok Code Fast 1.*
* 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 Grok Code Fast 1's 256,000 tokens. GPT-5.4 can generate longer responses up to 128,000 tokens, while Grok Code Fast 1 is limited to 10,000 tokens.
Input Capabilities
Supported data types and modalities
GPT-5.4 supports multimodal inputs, whereas Grok Code Fast 1 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
Grok Code Fast 1
License
Usage and distribution terms
Both models are licensed under proprietary licenses.
Both models have usage restrictions defined by their respective organizations.
Proprietary
Closed source
Proprietary
Closed source
Release Timeline
When each model was launched
GPT-5.4 was released on 2026-03-05, while Grok Code Fast 1 was released on 2025-08-28.
GPT-5.4 is 6 months newer than Grok Code Fast 1.
Mar 5, 2026
3 months ago
6mo newerAug 28, 2025
9 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. Grok Code Fast 1 is available from xAI.
GPT-5.4
Grok Code Fast 1
Outputs Comparison
Key Takeaways
GPT-5.4
View detailsOpenAI
Detailed Comparison
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FAQ
Common questions about GPT-5.4 vs Grok Code Fast 1.