Key Takeaways
WizardLM-2 8x22B wins:
- Cheaper input tokens
- Cheaper output tokens
GPT-5.4 wins:
- Larger context window
- Faster response time
- Higher intelligence benchmark
- Better at coding
- Supports vision
Price Advantage
WizardLM-2 8x22B
Benchmark Advantage
GPT-5.4
Context Window
GPT-5.4
Speed
GPT-5.4
Pricing Comparison
Price Comparison
| Metric | WizardLM-2 8x22B | GPT-5.4 | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.62 | $2.50 | WizardLM-2 8x22B |
| Output (per 1M tokens) | $0.62 | $15.00 | WizardLM-2 8x22B |
| Cache Read (per 1M) | N/A | $0.25 | GPT-5.4 |
Using a 3:1 input/output ratio, WizardLM-2 8x22B is 89% cheaper overall.
WizardLM-2 8x22B Providers
No provider data available
GPT-5.4 Providers
No provider data available
Benchmark Comparison
6
Benchmarks Compared
0
WizardLM-2 8x22B Wins
2
GPT-5.4 Wins
Benchmark Scores
| Benchmark | WizardLM-2 8x22B | GPT-5.4 | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 33.1 | 57.0 | |
Coding Index Code generation & understanding | - | 57.3 | - |
MMLU Pro Academic knowledge | 40.0 | - | - |
GPQA Graduate-level science | 17.6 | 92.0 | |
Aider Real-world code editing | 44.4 | - | - |
BBH Big-Bench Hard | 48.6 | - | - |
GPT-5.4 significantly outperforms in coding benchmarks.
Cost vs Quality
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WizardLM-2 8x22B
Other models
Context & Performance
Context Window
WizardLM-2 8x22B
65,535
tokens
GPT-5.4
1,050,000
tokens
GPT-5.4 has a 94% larger context window.
Speed Performance
| Metric | WizardLM-2 8x22B | GPT-5.4 | Winner |
|---|---|---|---|
| Tokens/second | N/A | 84.0 tok/s | |
| Time to First Token | N/A | 165.19s |
Capabilities
Feature Comparison
| Feature | WizardLM-2 8x22B | GPT-5.4 |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | WizardLM-2 8x22B | GPT-5.4 |
|---|---|---|
| License | Open Source | Proprietary |
| Author | Microsoft | OpenAI |
| Released | Apr 2024 | Mar 2026 |
WizardLM-2 8x22B Modalities
Input
text
Output
text
GPT-5.4 Modalities
Input
textimagefile
Output
text