| Signal | Gemini 3.1 Pro Preview | Delta | GPT-5.4 |
|---|---|---|---|
Capabilities | 71 | -14 | |
Context window size | 96 | 0 | |
Output Capacity | 80 | -5 | |
Pricing Tier | 12 | -3 | |
Recency | 100 | -- | |
Versatility | 100 | +33 | |
| Overall Result | 1 wins | of 6 | 4 wins |
5
days ranked higher
1
days
24
days ranked higher
OpenAI
Gemini 3.1 Pro Preview saves you $200.00/month
That's $2400.00/year compared to GPT-5.4 at your current usage level of 100K calls/month.
| Metric | Gemini 3.1 Pro Preview | GPT-5.4 | Winner |
|---|---|---|---|
| Overall Score | 68 | 70 | GPT-5.4 |
| Rank | #17 | #11 | GPT-5.4 |
| Quality Rank | #17 | #11 | GPT-5.4 |
| Adoption Rank | #17 | #11 | GPT-5.4 |
| Parameters | -- | -- | -- |
| Context Window | 1049K | 1050K | GPT-5.4 |
| Pricing | $2.00/$12.00/M | $2.50/$15.00/M | -- |
| Signal Scores | |||
| Capabilities | 71 | 86 | GPT-5.4 |
| Context window size | 96 | 96 | GPT-5.4 |
| Output Capacity | 80 | 85 | GPT-5.4 |
| Pricing Tier | 12 | 15 | GPT-5.4 |
| Recency | 100 | 100 | Gemini 3.1 Pro Preview |
| Versatility | 100 | 67 | Gemini 3.1 Pro Preview |
Gemini 3.1 Pro Preview and GPT-5.4 are extremely close in overall performance (only 1.5 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
Best for Quality
Gemini 3.1 Pro Preview
Marginally better benchmark scores; both are excellent
Best for Cost
Gemini 3.1 Pro Preview
20% lower pricing; better value at scale
Best for Reliability
Gemini 3.1 Pro Preview
Higher uptime and faster response speeds
Best for Prototyping
Gemini 3.1 Pro Preview
Stronger community support and better developer experience
Best for Production
Gemini 3.1 Pro Preview
Wider enterprise adoption and proven at scale
by Google
| Capability | Gemini 3.1 Pro Preview | GPT-5.4 |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
OpenAI
Gemini 3.1 Pro Preview saves you $4.50/month
That's 20% cheaper than GPT-5.4 at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Gemini 3.1 Pro Preview | GPT-5.4 |
|---|---|---|
| Context Window | 1.0M | 1.1M |
| Max Output Tokens | 65,536 | 128,000 |
| Open Source | No | No |
| Created | Feb 19, 2026 | Mar 5, 2026 |
GPT-5.4 currently scores higher (70 vs 68), but the best choice depends on your specific use case, budget, and requirements.
Gemini 3.1 Pro Preview is ranked #17 and GPT-5.4 is ranked #11. Rankings are based on a composite score from multiple signals including benchmarks, community sentiment, and adoption metrics.
Compare the detailed pricing breakdown above to see which model offers better value for your usage pattern.