# Agents-A1-F16-GGUF vs Gemini 3.1 Pro

> Side-by-side benchmark comparison for Agents-A1-F16-GGUF and Gemini 3.1 Pro across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/agents-a1-f16-gguf-vs-gemini-3-1-pro
- Last updated: October 5, 2026

- Shared sourced benchmarks: 0
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

No benchmark verdict yet: there is no shared sourced benchmark row for Agents-A1-F16-GGUF and Gemini 3.1 Pro.

## Summary

- Agents-A1-F16-GGUF and Gemini 3.1 Pro do not currently share a sourced benchmark row. The mirror therefore compares metadata, pricing, context windows, and each model's separately reported coverage without naming a benchmark winner.

## Model Snapshot

| Property | Agents-A1-F16-GGUF | Gemini 3.1 Pro |
|----------|----------|----------|
| Creator | InternScience | Google |
| Type | Open Weight | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | 262K | 1M |
| Independent public score (not head-to-head) | 53.24 | 64.57 |
| Benchmarks Covered | 0 | 29 |
| Pricing (input/output) | N/A | $2.00 / $12.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Agents-A1-F16-GGUF public-lane score: 44.9 (Estimated · #47/119)
- Gemini 3.1 Pro public-lane score: 38.2 (Supported · #62/119)

| Benchmark | Agents-A1-F16-GGUF | Gemini 3.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| Claw-Eval | Coming soon | 57.8% | Coming soon |
| DeepSearchQA | Coming soon | 69.7% | Coming soon |
| τ²-bench results | Coming soon | 95.6% | Coming soon |
| Gert Labs | Coming soon | 56.87% | Coming soon |
| ResearchClawBench | Coming soon | 13.3% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 70.8% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Agents-A1-F16-GGUF public-lane score: Coming soon
- Gemini 3.1 Pro public-lane score: 41 (Supported · #61/144)

| Benchmark | Agents-A1-F16-GGUF | Gemini 3.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| LiveCodeBench Pro | Coming soon | 82.9% | Coming soon |
| React Native Evals | Coming soon | 78.9% | Coming soon |
| Vibe Code Bench | Coming soon | 32.03% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 88.5% | Coming soon |
| SWE-bench (Vals) | Coming soon | 78.8% | Coming soon |
| PostTrainBench v1.1 | Coming soon | 22.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Agents-A1-F16-GGUF public-lane score: Coming soon
- Gemini 3.1 Pro public-lane score: 54.4 (Unranked · 2 rankable rows)

| Benchmark | Agents-A1-F16-GGUF | Gemini 3.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | Coming soon | 77.1% | Coming soon |
| ARC-AGI-3 | Coming soon | 0.4% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Agents-A1-F16-GGUF public-lane score: Coming soon
- Gemini 3.1 Pro public-lane score: 80.1 (#13/49)

| Benchmark | Agents-A1-F16-GGUF | Gemini 3.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| MMMU-Pro | Coming soon | 83.9% | Coming soon |
| CharXiv | Coming soon | 80.2% | Coming soon |
| ERQA | Coming soon | 69.4% | Coming soon |
| SimpleVQA | Coming soon | 72.4% | Coming soon |
| ScreenSpot Pro | Coming soon | 84.4% | Coming soon |
| ZeroBench | Coming soon | 29.0% | Coming soon |
| MedXpertQA (MM) | Coming soon | 81.3% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Agents-A1-F16-GGUF public-lane score: Coming soon
- Gemini 3.1 Pro public-lane score: 65.8 (Supported · #24/171)

| Benchmark | Agents-A1-F16-GGUF | Gemini 3.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| GPQA-D | Coming soon | 94.3% | Coming soon |
| HLE w/o tools | Coming soon | 45.4% | Coming soon |
| HealthBench Hard | Coming soon | 20.6% | Coming soon |
| MedXpertQA (Text) | Coming soon | 71.5% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 95.5% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 91.0% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Agents-A1-F16-GGUF public-lane score: Coming soon
- Gemini 3.1 Pro public-lane score: 54.2 (Unranked · 2 rankable rows)

| Benchmark | Agents-A1-F16-GGUF | Gemini 3.1 Pro | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | Coming soon | 36.900% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 16.700% | Coming soon |

## FAQ

### Can I compare Agents-A1-F16-GGUF and Gemini 3.1 Pro on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but sourced benchmark coverage is still incomplete for a fair score-level comparison.

### Why does this page show "coming soon" values?

BenchLM only calls winners when public benchmark coverage is available on both sides of the comparison.

## Related Comparisons

- [Agents-A1-F16-GGUF vs Agents-A1](/compare/agents-a1-vs-agents-a1-f16-gguf)
- [Gemini 3.1 Pro vs Agents-A1](/compare/agents-a1-vs-gemini-3-1-pro)
- [Agents-A1-F16-GGUF vs Agents-A1-FP8](/compare/agents-a1-f16-gguf-vs-agents-a1-fp8)
- [Gemini 3.1 Pro vs Agents-A1-FP8](/compare/agents-a1-fp8-vs-gemini-3-1-pro)

## Explore More

- [Agents-A1-F16-GGUF profile](/models/agents-a1-f16-gguf)
- [Gemini 3.1 Pro profile](/models/gemini-3-1-pro)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)