Key Takeaways
GPT-5.4 wins:
- Larger context window
- Faster response time
- Higher intelligence benchmark
- Better at coding
- Supports vision
- Supports tool calls
Marin 8B Instruct wins:
- Cheaper input tokens
- Cheaper output tokens
Price Advantage
Marin 8B Instruct
Benchmark Advantage
GPT-5.4
Context Window
GPT-5.4
Speed
GPT-5.4
Pricing Comparison
Price Comparison
| Metric | GPT-5.4 | Marin 8B Instruct | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $2.50 | $0.18 | Marin 8B Instruct |
| Output (per 1M tokens) | $15.00 | $0.18 | Marin 8B Instruct |
| Cache Read (per 1M) | $0.25 | N/A | GPT-5.4 |
Using a 3:1 input/output ratio, Marin 8B Instruct is 97% cheaper overall.
GPT-5.4 Providers
No provider data available
Marin 8B Instruct Providers
No provider data available
Benchmark Comparison
3
Benchmarks Compared
0
GPT-5.4 Wins
0
Marin 8B Instruct Wins
Benchmark Scores
| Benchmark | GPT-5.4 | Marin 8B Instruct | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 57.0 | - | - |
Coding Index Code generation & understanding | 57.3 | - | - |
GPQA Graduate-level science | 92.0 | - | - |
GPT-5.4 significantly outperforms in coding benchmarks.
Cost vs Quality
X-axis:
Y-axis:
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Other models
Context & Performance
Context Window
GPT-5.4
1,050,000
tokens
Marin 8B Instruct
131,072
tokens
GPT-5.4 has a 88% larger context window.
Speed Performance
| Metric | GPT-5.4 | Marin 8B Instruct | Winner |
|---|---|---|---|
| Tokens/second | 84.0 tok/s | N/A | |
| Time to First Token | 165.19s | N/A |
Capabilities
Feature Comparison
| Feature | GPT-5.4 | Marin 8B Instruct |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | GPT-5.4 | Marin 8B Instruct |
|---|---|---|
| License | Proprietary | Open Source |
| Author | OpenAI | Fireworks |
| Released | Mar 2026 | Unknown |
GPT-5.4 Modalities
Input
textimagefile
Output
text
Marin 8B Instruct Modalities
Input
Output