# Gemini 4 Carbon vs GPT-6.1 Sol

> Side-by-side benchmark comparison for Gemini 4 Carbon and GPT-6.1 Sol across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemini-4-carbon-vs-gpt-6-1-sol
- Last updated: October 28, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: Gemini 4 Carbon and GPT-6.1 Sol share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- GPT-6.1 Sol has the larger published context window at 1.05M.

## Model Snapshot

| Property | Gemini 4 Carbon | GPT-6.1 Sol |
|----------|----------|----------|
| Creator | Google | OpenAI |
| Type | Proprietary | Proprietary |
| Reasoning | Reasoning | Reasoning |
| Context | null | 1.05M |
| Independent public score (not head-to-head) | 88.42 | 85.3 |
| Benchmarks Covered | 9 | 24 |
| Pricing (input/output) | $2.00 / $10.00 | $2.00 / $10.00 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Gemini 4 Carbon public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: 76.9 (Estimated · #5/134)

| Benchmark | Gemini 4 Carbon | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| AutomationBench | 53.9% | 36.1% | Gemini 4 Carbon |
| OSWorld 2.1 Offline | 81.5% | Coming soon | Coming soon |
| CWE-bench v1 | 71.0% | Coming soon | Coming soon |
| ExploitGym | 53.5% | 35.1% | Gemini 4 Carbon |
| Terminal-Bench-Science 0.1 | Coming soon | 57.0% | Coming soon |
| MazeBench | Coming soon | 17% | Coming soon |
| Hermes Index | Coming soon | 57.1% | Coming soon |
| Hermes Bench | Coming soon | 73.9% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Gemini 4 Carbon public-lane score: 82.2 (Supported · #3/156)
- GPT-6.1 Sol public-lane score: 72 (Supported · #7/156)

| Benchmark | Gemini 4 Carbon | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| FrontierSWE v2 | 61.2% | Coming soon | Coming soon |
| DeepSWE | Coming soon | 71.9% | Coming soon |
| Bug Hunt Bench | Coming soon | 44.3 fixes | Coming soon |
| FrontierCode 2.0 | Coming soon | 39.0% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Gemini 4 Carbon public-lane score: 79.5 (Unranked · 2 rankable rows)
- GPT-6.1 Sol public-lane score: 90.5 (#2/26)

| Benchmark | Gemini 4 Carbon | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| GraphWalks BFS 256K–1M | 96.2% | Coming soon | Coming soon |
| STEMBench | Coming soon | 2.76 | Coming soon |
| ARC-AGI-1 | Coming soon | 96.50% | Coming soon |
| ARC-AGI-2 | Coming soon | 94.2% | Coming soon |
| ARC-AGI-3 | Coming soon | 52.7% | Coming soon |
| ARC-AGI-3 Provider Adapter | Coming soon | 96.18% | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Gemini 4 Carbon public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: 88.2 (Unranked · 1 rankable row)

| Benchmark | Gemini 4 Carbon | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| Chartography (no tools) | 72.5% | Coming soon | Coming soon |
| Blueprint-Bench 2 | 58.6% | Coming soon | Coming soon |
| ExtractBench (LlamaIndex) | Coming soon | 95.31% | Coming soon |
| ExtractBench Pro | Coming soon | 12% | Coming soon |
| ParseBench | Coming soon | 69.70% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Gemini 4 Carbon public-lane score: 88.2 (Supported · #2/178)
- GPT-6.1 Sol public-lane score: 86.1 (Supported · #3/178)

| Benchmark | Gemini 4 Carbon | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| HealthBench (raw) | Coming soon | 56.7% | Coming soon |
| HealthBench (length-adjusted) | Coming soon | 58.5% | Coming soon |
| HealthBench Professional | Coming soon | 64.2% | Coming soon |
| HealthBench Professional (raw) | Coming soon | 67.2% | Coming soon |
| HealthBench Hard | Coming soon | 36.2% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Gemini 4 Carbon public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: Coming soon

| Benchmark | Gemini 4 Carbon | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| Gray Swan IPI (15 attempts) | 0.0% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Gemini 4 Carbon public-lane score: Coming soon
- GPT-6.1 Sol public-lane score: 97.3 (Unranked · 2 rankable rows)

| Benchmark | Gemini 4 Carbon | GPT-6.1 Sol | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | Coming soon | 93.684% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 100.000% | Coming soon |

## FAQ

### Is there enough evidence to pick between Gemini 4 Carbon and GPT-6.1 Sol?

Not yet. The models share only 2 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [Gemini 4 Carbon vs Gemini 4 Argon](/compare/gemini-4-argon-vs-gemini-4-carbon)
- [GPT-6.1 Sol vs Gemini 4 Argon](/compare/gemini-4-argon-vs-gpt-6-1-sol)
- [Gemini 4 Carbon vs GPT-6 Astra](/compare/gemini-4-carbon-vs-gpt-6-astra)
- [GPT-6.1 Sol vs GPT-6 Astra](/compare/gpt-6-1-sol-vs-gpt-6-astra)

## Explore More

- [Gemini 4 Carbon profile](/models/gemini-4-carbon)
- [GPT-6.1 Sol profile](/models/gpt-6-1-sol)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)