Gemini 3.1 Pro preview vs Xai Grok 4.1 Fast Reasoning
Gemini 3.1 Pro preview vs Xai Grok 4.1 Fast Reasoning: Xai Grok 4.1 Fast Reasoning is cheaper by 96% on average. Gemini 3.1 Pro preview from Google Vertex AI (1,048,576-token context, reasoning, tool calls) vs. Xai Grok 4.1 Fast Reasoning from Google Vertex AI (2,000,000-token context, reasoning, tool calls). Use Agent Command Center to A/B both in shadow mode and pick the winner per workload.
Live workload comparison
Same workload run through both models. The cheaper one is highlighted.
strategy: cost-optimized
primary:
model: xai-grok-4-1-fast-reasoning
provider: vertex-ai
fallback:
model: gemini-3-1-pro-preview
provider: vertex-ai
shadow: { sample_rate: 0.05 } # mirror 5% of traffic to compare quality live| Gemini 3.1 Pro preview | Xai Grok 4.1 Fast Reasoning | |
|---|---|---|
| Input price | $2.00/M | $0.200/M |
| Output price | $12.00/M | $0.500/M |
| Context window | 1,048,576 | 2,000,000 |
| Max output | 65,536 | 2,000,000 |
| Function calling | ✓ | ✓ |
| Vision | ✓ | ✓ |
| Audio input | ✓ | — |
| Reasoning | ✓ | ✓ |
| Prompt caching | ✓ | — |
| Structured output | ✓ | ✓ |
| Pricing verified | May 12, 2026 | May 12, 2026 |
Benchmark comparison
Side-by-side public benchmark scores. Greener bar = winner.