Gemini 3.1 Pro Preview vs Grok 4
Gemini 3.1 Pro Preview (2026) and Grok 4 (2025) are frontier reasoning models from Google DeepMind and xAI. Gemini 3.1 Pro Preview ships a 1m-token context window, while Grok 4 ships a 256k-token context window. On MMLU PRO, Gemini 3.1 Pro Preview leads by 4.0 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.
Gemini 3.1 Pro Preview is safer overall; choose Grok 4 when coding workflow support matters.
Decision scorecard
Local evidence first| Signal | Gemini 3.1 Pro Preview | Grok 4 |
|---|---|---|
| Best for | multimodal apps, tool-calling agents, and long-context analysis | reasoning-heavy apps, multimodal apps, and tool-calling agents |
| Decision fit | Coding, RAG, and Agents | Coding, RAG, and Agents |
| Context window | 1m | 256k |
| Cheapest output | $12/1M tokens | $2.50/1M tokens |
| Provider routes | 5 tracked | 4 tracked |
| Shared benchmarks | MMLU PRO leader | 8 shared |
Decision tradeoffs
- Gemini 3.1 Pro Preview holds a shared-benchmark lead on MMLU PRO, ahead by 4.0 points.
- Gemini 3.1 Pro Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Gemini 3.1 Pro Preview has broader tracked provider coverage for fallback and route flexibility.
- Local decision data tags Gemini 3.1 Pro Preview for Coding, RAG, and Agents.
- Grok 4 holds a shared-benchmark lead on τ-bench, ahead by 2.4 points.
- Grok 4 has the lower cheapest tracked output price at $2.50/1M tokens.
- Grok 4 uniquely exposes Reasoning in local model data.
- Local decision data tags Grok 4 for Coding, RAG, and Agents.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output route or tier on this page.
Gemini 3.1 Pro Preview
$4,600
Cheapest tracked route/tier: Google AI Studio
Grok 4
$1,625
Cheapest tracked route/tier: xAI Console
Estimated monthly gap: $2,975. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on OpenRouter and Replicate API; start route-level A/B tests there.
- Grok 4 is $9.50/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Grok 4 adds Reasoning in local capability data.
- Provider overlap exists on OpenRouter and Replicate API; start route-level A/B tests there.
- Gemini 3.1 Pro Preview is $9.50/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Check replacement coverage for Reasoning before moving production traffic.
Specs
| Specification | ||
|---|---|---|
| Released | 2026-02-19 | 2025-07-09 |
| Context window | 1m | 256k |
| Parameters | — | — |
| Architecture | Decoder Only | Decoder Only |
| License | Proprietary | Proprietary |
| Openness | Proprietary | Proprietary |
| Weights | Not released | Not released |
| Code | Unknown | Unknown |
| Commercial use | Commercial use: conditional | Commercial use: conditional |
| Knowledge cutoff | 2025-01 | - |
Pricing and availability
| Pricing attribute | Gemini 3.1 Pro Preview | Grok 4 |
|---|---|---|
| Input price |
| $1.25/1M tokens |
| Output price |
| $2.50/1M tokens |
| Providers |
Capabilities
| Capability | Gemini 3.1 Pro Preview | Grok 4 |
|---|---|---|
| Vision | Yes | Yes |
| Multimodal | Yes | Yes |
| Reasoning | No | Yes |
| JSON / Tool use | Yes | Yes |
| Structured outputs | Yes | Yes |
| Code execution | Yes | Yes |
| IDE integration | No | No |
| Computer use | No | No |
| Parallel agents | No | No |
Benchmarks
| Benchmark | Gemini 3.1 Pro Preview | Grok 4 |
|---|---|---|
| MMLU PRO | 91.0 | 87.0 |
| SWE-bench Verified | 80.6 | 76.7 |
| Google-Proof Q&A | 94.3 | 87.5 |
| AIME 2025 | 95.0 | 91.7 |
| LiveCodeBench | 91.7 | 79.0 |
| Humanity's Last Exam | 51.4 | 25.4 |
| ARC-AGI-2 | 77.1 | 15.9 |
| τ-bench | 76.5 | 78.9 |
Continue comparing
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Last reviewed: 2026-07-10. Data sourced from public model cards and provider documentation.