Key Takeaways
Gemma 2 27B wins:
- Cheaper input tokens
- Cheaper output tokens
- Higher intelligence benchmark
GPT-5.1-Codex-Max wins:
- Larger context window
- Supports vision
- Supports tool calls
Price Advantage
Gemma 2 27B
Benchmark Advantage
Gemma 2 27B
Context Window
GPT-5.1-Codex-Max
Speed
N/A
Pricing Comparison
Price Comparison
| Metric | Gemma 2 27B | GPT-5.1-Codex-Max | Winner |
|---|---|---|---|
| Input (per 1M tokens) | $0.65 | $1.25 | Gemma 2 27B |
| Output (per 1M tokens) | $0.65 | $10.00 | Gemma 2 27B |
| Cache Read (per 1M) | N/A | $125000.00 | GPT-5.1-Codex-Max |
Using a 3:1 input/output ratio, Gemma 2 27B is 81% cheaper overall.
Gemma 2 27B Providers
NextBit $0.65 (Cheapest)
GPT-5.1-Codex-Max Providers
OpenAI $1.25 (Cheapest)
Azure $1.25 (Cheapest)
Benchmark Comparison
5
Benchmarks Compared
0
Gemma 2 27B Wins
0
GPT-5.1-Codex-Max Wins
Benchmark Scores
| Benchmark | Gemma 2 27B | GPT-5.1-Codex-Max | Winner |
|---|---|---|---|
Intelligence Index Overall intelligence score | 36.2 | - | - |
MMLU Pro Academic knowledge | 38.4 | - | - |
GPQA Graduate-level science | 16.7 | - | - |
Aider Real-world code editing | 36.1 | - | - |
BBH Big-Bench Hard | 49.3 | - | - |
Both models show comparable benchmark performance.
Cost vs Quality
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Gemma 2 27B
Other models
Context & Performance
Context Window
Gemma 2 27B
8,192
tokens
Max output: 2,048 tokens
GPT-5.1-Codex-Max
400,000
tokens
Max output: 128,000 tokens
GPT-5.1-Codex-Max has a 98% larger context window.
Speed Performance
Speed benchmarks not available for these models
Capabilities
Feature Comparison
| Feature | Gemma 2 27B | GPT-5.1-Codex-Max |
|---|---|---|
| Vision (Image Input) | ||
| Tool/Function Calls | ||
| Reasoning Mode | ||
| Audio Input | ||
| Audio Output | ||
| PDF Input | ||
| Prompt Caching | ||
| Web Search |
License & Release
| Property | Gemma 2 27B | GPT-5.1-Codex-Max |
|---|---|---|
| License | Open Source | Proprietary |
| Author | OpenAI | |
| Released | Jul 2024 | Dec 2025 |
Gemma 2 27B Modalities
Input
text
Output
text
GPT-5.1-Codex-Max Modalities
Input
textimage
Output
text