# Gemini 3 Pro vs Inkling

> Side-by-side benchmark comparison for Gemini 3 Pro and Inkling across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemini-3-pro-vs-inkling
- Last updated: October 14, 2026

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

## Quick Verdict

Evidence is too thin for a benchmark verdict: Gemini 3 Pro and Inkling 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.
- Inkling has the lower published output-token price.
- Gemini 3 Pro has the larger published context window at 2M.

## Model Snapshot

| Property | Gemini 3 Pro | Inkling |
|----------|----------|----------|
| Creator | Google | Thinking Machines Lab |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Hybrid |
| Context | 2M | 1M |
| Independent public score (not head-to-head) | 60.64 | 52.13 |
| Benchmarks Covered | 27 | 24 |
| Pricing (input/output) | $2.00 / $12.00 | $1.87 / $4.68 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- Gemini 3 Pro public-lane score: Coming soon
- Inkling public-lane score: 36.2 (Supported · #72/124)

| Benchmark | Gemini 3 Pro | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Gert Labs | 63.23% | Coming soon | Coming soon |
| JobBench | 11.4% | Coming soon | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 63.8% | Coming soon |
| BrowseComp | Coming soon | 77.1% | Coming soon |
| MCP Atlas | Coming soon | 74.1% | Coming soon |
| Terminal-Bench 2.1 (Vals) | Coming soon | 47.6% | Coming soon |
| CWE-bench v1 | Coming soon | 37.0% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- Gemini 3 Pro public-lane score: 43.1 (Estimated · #58/149)
- Inkling public-lane score: 34 (Supported · #80/149)

| Benchmark | Gemini 3 Pro | Inkling | Winner |
|-----------|-----------|-----------|--------|
| Vibe Code Bench | 14.30% | Coming soon | Coming soon |
| SWE-bench Verified | Coming soon | 77.6% | Coming soon |
| SWE-bench Pro | Coming soon | 54.3% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 63.8% | Coming soon |
| FrontierSWE v2 | Coming soon | 4.1% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 85.5% | Coming soon |
| SWE-bench (Vals) | Coming soon | 77.6% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- Gemini 3 Pro public-lane score: 50.1 (Unranked · 4 rankable rows)
- Inkling public-lane score: 79 (#14/29)

| Benchmark | Gemini 3 Pro | Inkling | Winner |
|-----------|-----------|-----------|--------|
| ARC-AGI-2 | 31.1% | Coming soon | Coming soon |
| ARC-AGI-1 | 75.00% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- Gemini 3 Pro public-lane score: 80 (#18/54)
- Inkling public-lane score: 67.5 (#35/54)

| Benchmark | Gemini 3 Pro | Inkling | Winner |
|-----------|-----------|-----------|--------|
| MMMU | 87.2% | Coming soon | Coming soon |
| MMMU-Pro | 81% | 73.5% | Gemini 3 Pro |
| RealWorldQA | 83.3% | Coming soon | Coming soon |
| OmniDocBench 1.5 | 88.5% | Coming soon | Coming soon |
| Video-MME (with subtitle) | 88.4% | Coming soon | Coming soon |
| Video-MME (w/o subtitle) | 87.7% | Coming soon | Coming soon |
| MathVision | 86.6% | Coming soon | Coming soon |
| We-Math | 86.9% | Coming soon | Coming soon |
| DynaMath | 85.1% | Coming soon | Coming soon |
| SimpleVQA | 73.2% | Coming soon | Coming soon |
| MMLongBench-Doc | 60.5% | Coming soon | Coming soon |
| CC-OCR | 79.0% | Coming soon | Coming soon |
| AI2D_TEST | 94.1% | Coming soon | Coming soon |
| CountBench | 97.3% | Coming soon | Coming soon |
| RefCOCO (avg) | 84.1% | Coming soon | Coming soon |
| ODINW13 | 46.3% | Coming soon | Coming soon |
| ERQA | 70.5% | Coming soon | Coming soon |
| VideoMMMU | 87.6% | Coming soon | Coming soon |
| MLVU (M-Avg) | 83.0% | Coming soon | Coming soon |
| ScreenSpot Pro | 72.7% | Coming soon | Coming soon |
| CharXiv | 81.4% | 82% | Inkling |
| V* | 88.0% | Coming soon | Coming soon |
| CharXiv w/o tools | Coming soon | 78.1% | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- Gemini 3 Pro public-lane score: 60.5 (Estimated · #46/181)
- Inkling public-lane score: 54.5 (Supported · #62/181)

| Benchmark | Gemini 3 Pro | Inkling | Winner |
|-----------|-----------|-----------|--------|
| GPQA | Coming soon | 87.9% | Coming soon |
| GPQA-D | Coming soon | 87.9% | Coming soon |
| HLE | Coming soon | 46% | Coming soon |
| HLE w/o tools | Coming soon | 30% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 87.1% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 86.3% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- Gemini 3 Pro public-lane score: 86.1 (#43/128)
- Inkling public-lane score: 87.6 (#35/128)

| Benchmark | Gemini 3 Pro | Inkling | Winner |
|-----------|-----------|-----------|--------|
| IFBench | Coming soon | 79.8% | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- Gemini 3 Pro public-lane score: Coming soon
- Inkling public-lane score: 58.3 (#11/12)

| Benchmark | Gemini 3 Pro | Inkling | Winner |
|-----------|-----------|-----------|--------|
| AIME26 | Coming soon | 97.1% | Coming soon |
| FrontierMath v2 (Tiers 1-3) | Coming soon | 33.333% | Coming soon |
| FrontierMath v2 (Tier 4) | Coming soon | 4.878% | Coming soon |

## FAQ

### Is there enough evidence to pick between Gemini 3 Pro and Inkling?

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 3 Pro vs Gemini 3 Pro Deep Think](/compare/gemini-3-pro-vs-gemini-3-pro-deep-think)
- [Inkling vs Gemini 3 Pro Deep Think](/compare/gemini-3-pro-deep-think-vs-inkling)
- [Gemini 3 Pro vs Inkling-Small](/compare/gemini-3-pro-vs-inkling-small)
- [Inkling vs Inkling-Small](/compare/inkling-vs-inkling-small)

## Explore More

- [Gemini 3 Pro profile](/models/gemini-3-pro)
- [Inkling profile](/models/inkling)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)